A builder is selling a turnkey AI prompt library SaaS, offering an immediate opportunity for entrepreneurs to acquire and monetize a ready-made product with recurring revenue potential.
Most people talk about AI products.
I built one.
promptsitess.lovable.app
A ready-to-launch prompt library SaaS.
And I’m selling it.
DM.
#AI #SaaS #buildinpublic
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
SaaSAIprompt libraryfor salepassive income
build a SaaS on top of itoffer it as a servicerecurring
Google's LiteRT-LM enables deployment of large language models on edge devices with support for vision, audio, and tool use. Builders can leverage this open-source framework to create AI-powered products that run locally, opening new business opportunities in privacy-focused and offline applications.
Google drops LiteRT-LM, an open-source framework to deploy LLMs on edge devices with multi-platform support, tool use, vision, and audio. A game-changer for on-device AI!
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
open sourceedge AILLMon-deviceGoogle
fork and ship itbuild a SaaS on top of itrecurring
Durable AI lets entrepreneurs launch a business website in seconds with automated copy, design, and setup—ideal for quickly testing MVPs or spinning up new passive income projects.
1. Durable AI
Launch a business in seconds.
→ AI-generated website
→ Copy + design included
→ Ready-to-use business setup
Perfect for quick MVPs
👁 43 views❤ 2🔁 0💬 0🔖 04.7% engActionable
AI website builderMVPautomationstartup toolsno-code
offer it as a servicebuild a SaaS on top of itrecurring
Airi is a self-hosted, open-source AI companion that plays Minecraft with you in real-time, featuring voice chat and customizable avatars. Builders can fork or extend this project to create new products or services for the massive Minecraft community.
This might be the wildest open-source project I've ever seen, an AI companion that plays Minecraft with you in real-time.
It's called Airi.
Self-hosted. You own it. Real-time voice chat. VRM and Live2D avatars. And it's already at 37.2K stars on GitHub.
Here's why it's
👁 253 views❤ 5🔁 5💬 0🔖 04.0% engActionable
open sourceAI companionMinecraftvoice chatavatars
fork and ship itbuild a SaaS on top of itrecurring
This tweet outlines a step-by-step workflow to fully automate YouTube content creation for any niche using only free AI tools, enabling batch production and targeting videos under 2 hours each. Builders can leverage this to launch scalable, low-cost channels for passive income.
4/ AI Automation Workflow
Design a complete YouTube automation system
for a [NICHE] channel with $0 budget.
Map out:
- Free AI tools for each production step
- Script → Voiceover → Edit → Thumbnail workflow
- Time required per video (target under 2 hours)
- Batch production
👁 26 views❤ 2🔁 0💬 2🔖 015.4% engActionable
YouTube automationAI toolspassive incomecontent creationbatch production
make a YouTube video about itoffer it as a servicead revenue
This tweet outlines an end-to-end automated workflow using n8n and AI to qualify leads, send cold emails, follow up, and book meetings with zero manual effort. Builders can leverage this to streamline client acquisition or offer it as a service.
The n8n workflow nobody is building:
Lead comes in.
AI qualifies them.
Cold email sends automatically.
Follow-up sequence kicks in.
Meeting books on calendar.
Zero manual intervention after the initial setup.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
automationlead generationAIn8nsales
offer it as a servicebuild a SaaS on top of itrecurring
This tweet introduces a tool for building autonomous AI financial agents that can automate entire trading workflows, enabling entrepreneurs to set up passive, automated trading systems with minimal manual intervention.
6/ We’re entering a new phase of AI:
Autonomous financial agents.
Where one conversation can run an entire trading workflow.
So, what are you waiting for?
Build your own AI trading workflow
petclaw.ai/?utm_source=X&
…
Use code: XHCEA3FT
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI agentstradingautomationfinancepassive income
build a SaaS on top of itoffer it as a servicerecurring
DemoEngine offers autonomous, human-like outbound email for $399/mo, targeting founders who can't afford traditional SDRs. Builders can use or resell this tool to automate lead generation and create recurring revenue streams.
Every AI SDR tested: $5K/mo for mediocre emails. Or that 'AI slop' personalization. DemoEngine: autonomous outbound that actually sounds human. $399/mo. No contracts. Built for founders who can't afford $90K SDRs.
Early access →
demoengine-6iz4.polsia.app
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI outboundsales automationSaaSlead generationstartup tools
offer it as a servicewrite a newsletter/blog about itrecurring
NodeAgent replaces human IT technicians with AI agents, enabling fully autonomous IT operations for franchises and multi-location businesses. Builders can leverage this to create scalable, automated IT management services that generate recurring revenue.
MSPs still run on human technicians. NodeAgent runs on AI agents. Autonomous IT operations for franchises and multi-location businesses.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI agentsIT automationMSPrecurring revenuefranchise
offer it as a servicebuild a SaaS on top of itrecurring
Stable Diffusion v1.4 is a widely adopted open-source text-to-image AI model, enabling builders to create new products or services around automated image generation. Its popularity signals strong demand and opportunity for monetization.
Ever wondered how AI turns your words into stunning images? Meet Stable Diffusion v1.4, the open-source text-to-image model that's been downloaded nearly half a million times. It's not just a tool, it's a creative revolution that lets anyone become a digital artist.
An open source AI agent that can execute, edit, and test code using any LLM. Builders can fork or extend this to create developer tools, workflow automations, or SaaS products.
Open source AI agent for code and workflows. Executes, edits, tests with any LLM
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
open sourceAI agentautomationdeveloper tools
fork and ship itbuild a SaaS on top of itrecurring
Graphify is a new open-source tool that auto-generates knowledge graphs from any folder with a single command, directly inspired by Karpathy's workflow. Builders can fork, extend, or wrap this for niche SaaS or consulting services.
BREAKING: Someone just built the exact tool Andrej Karpathy said someone should build.
48 hours after Karpathy posted his LLM Knowledge Bases workflow, this showed up on GitHub.
It's called Graphify. One command. Any folder. Full knowledge graph.
Point it at any folder. Run
👁 34 views❤ 3🔁 0💬 3🔖 217.6% engActionable
open sourceknowledge graphLLMautomationKarpathy
fork and ship itbuild a SaaS on top of itrecurring
A profitable SaaS startup offering AR/3D and AI visualization tools for ecommerce is for sale, generating $210.6k TTM revenue. Builders can acquire and operate this automated business for recurring income.
New Startup Listed SaaS | AR/3D and AI visualization tool for online stores to boost conversion in ecommerce | $210.6k TTM revenue
Asking Price: $497k
Contact the seller here:
buff.ly/qdZPjt0
A new GitHub repo automates turning written stories into short videos with character consistency, addressing a key gap in current AI video tools. Builders can fork, extend, or productize this pipeline for content automation businesses.
Someone just dropped a GitHub repo that turns a written story into a short video using a multi-agent pipeline.
Script, character design, storyboards, then video, in sequence. Character consistency built in from the start (that's the part most AI video tools skip).
Built on
👁 3,387 views❤ 65🔁 9💬 5🔖 982.3% engActionable
AI videoopen sourcecontent automationmulti-agentcharacter consistency
fork and ship itbuild a SaaS on top of itrecurring
Graphify is a new open-source tool that auto-generates knowledge graphs from any folder with a single command, inspired by Karpathy's workflow. Builders can leverage or extend this repo to create new products or services around knowledge management.
BREAKING: Someone just built the exact tool Andrej Karpathy said someone should build.
48 hours after Karpathy posted his LLM Knowledge Bases workflow, this showed up on GitHub.
It's called Graphify. One command. Any folder. Full knowledge graph.
Point it at any folder. Run
👁 24 views❤ 5🔁 2💬 2🔖 337.5% engActionable
open sourceknowledge graphLLMautomationKarpathy
fork and ship itbuild a SaaS on top of itrecurring
A widely-starred, free playbook details how to build production-ready GenAI agents using open-source tools like LangGraph, Redis, and Docker. Builders can fork, extend, or use this as a foundation for launching their own AI-powered products.
18,600 developers starred this.
A free, open-source playbook for building GenAI agents that actually ship.
Agents Towards Production covers every layer:
→ Stateful workflows with LangGraph
→ Vector memory with Redis and Mem0
→ Real-time web search with Tavily
→ Docker
👁 175 views❤ 5🔁 0💬 0🔖 22.9% engActionable
open sourceGenAIagentsautomationframework
fork and ship itbuild a SaaS on top of itrecurring
A single-command AI agent fully automates trading, from news scanning to live P&L updates, enabling hands-off income generation. Builders can leverage or replicate this workflow to create automated trading products or services.
I gave an AI agent one command:
“Run my trading workflow.”
Minutes later it was scanning news, placing trades, hedging risk, and sending live P&L updates straight to my WhatsApp.
No charts.
No manual trades.
I barely touched a thing.
Here’s the exact setup + workflow
👁 130 views❤ 7🔁 4💬 5🔖 212.3% engActionable
AI agenttrading automationpassive incomeworkflowfinance
build a SaaS on top of itoffer it as a servicerecurring
Shipwright is an open-source tool that uses 15 AI agents and a deterministic pipeline to build full-stack apps from a single prompt. Builders can fork, extend, or commercialize this project to accelerate AI-powered app development.
So down bad im making linkedin posts.
anyway, open sourced shipwright. 15 ai agents, deterministic pipeline, builds full stack apps from a one liner.
the key thing is llms cant schedule for shit so i made a graph engine do that part.
github.com/aster2709/ship
…
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
open sourceAI agentsapp builderautomationdev tools
fork and ship itbuild a SaaS on top of itrecurring
Goose is a high-profile, Apache 2.0 licensed local AI agent framework with 33,500+ GitHub stars. Builders can fork, extend, or commercialize it to create AI-powered products or services.
33,500+ stars on GitHub.
Apache 2.0 license.
built by Block.
the local AI agent devs have been waiting for.
github.com/block/goose
👁 1,417 views❤ 3🔁 0💬 0🔖 150.2% engActionable
open sourceAI agentsframeworklocal AIGitHub
fork and ship itbuild a SaaS on top of itrecurring
A solo founder built talehop.com, an AI-powered tool that creates illustrated bedtime stories in any language, targeting parents abroad. This is a strong example of a low-maintenance, automated product that can generate recurring revenue by solving a real pain point.
we live abroad and our kid doesn't have books in our language. so I built
talehop.com. you type a bedtime idea, pick the language, and get an illustrated story as a PDF you can print tonight. the whole backend was built with claude code, mostly late evenings after she
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AIchildrenstorytellingSaaSautomation
build a SaaS on top of itwrite a newsletter/blog about itrecurring
Meta's release of Llama 3.1 70B offers builders a powerful, open-source language model for text generation. Entrepreneurs can leverage it to create new AI-powered products or services without proprietary restrictions.
Meet Llama 3.1 70B, a massive open-source language model that's got everyone talking. It's a text-generation powerhouse designed to understand and create human-like text. Think of it as a super-smart writing and reasoning engine, now available for developers to build upon.
👁 1,056 views❤ 13🔁 0💬 3🔖 31.5% engActionable
llama3open sourcelanguage modelAItext generation
build a SaaS on top of itfork and ship itrecurring
Founder reports $5,747 MRR (+186%) from AI-built SaaS products created entirely with Claude, without writing code. Demonstrates the potential for solo builders to launch and scale automated, AI-powered income streams.
$5,747 MRR. Up 186% from last month.
Built with Claude Code and Claude Opus 4.6.
I didn't write a single line of code.
Every feature. Every bug fix. Every deployment.
All vibe coded.
ViewCreator v2 just launched.
BridgeSpace growing.
BridgeBench expanding.
The
👁 5,193 views❤ 105🔁 5💬 55🔖 213.2% eng
no-codeAI SaaSClaudeautomationMRR
write a newsletter/blog about itpost about it on Xrecurring
Salespipe is an AI-powered SDR tool promising more human-like prospecting emails at a lower price point. Builders can leverage or resell such tools to generate recurring revenue with minimal manual effort.
Every AI SDR charges $1,000+/mo and still can't write emails that don't sound like robots. So I built Salespipe. AI that actually prospects like a human, at a price humans can afford.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI SDRsales automationprospectingSaaSrecurring revenue
offer it as a servicewrite a newsletter/blog about itrecurring
Claw Code, an AI agent inspired by Claude Code, has rapidly gained traction and is now open source. Builders can leverage this blueprint to create advanced coding agents or products, unlocking new automation and SaaS opportunities.
Everyone is sleeping on this new AI agent story
Claw Code hit 171,000 GitHub stars fast
It copied the Claude Code architecture idea
Now the blueprint is FREE for everyone
This changes coding forever.
Link in the comments
👁 714 views❤ 5🔁 4💬 3🔖 51.7% engActionable
open sourceAI agentcoding automationClaude Codeblueprint
fork and ship itbuild a SaaS on top of itrecurring
A new tool lets users generate full cinematic videos from text descriptions, with granular manual controls and no subscription required. Builders can automate video content creation for marketing, social media, or client services.
Absolute Cinema is live!
I built a tool that turns descriptions into full cinematic videos—script, scenes, and music included.
60+ manual controls (no "black box" AI)
Pay-as-you-go (hate subscriptions)
300 free credits to start
Give it a spin:
👁 41 views❤ 7🔁 0💬 2🔖 022.0% engActionable
video automationAI toolscontent creationno-codecinematic
offer it as a servicemake a YouTube video about itone-time
OpenClaw can automate the entire SDR process—from researching prospects to qualifying and handing off leads—enabling one person (or bot) to do the work of 20. Builders can leverage this to create scalable, automated lead generation services or products.
My #1 use case for OpenClaw now is having one SDR do the work of 20.
- Take ICP
- Research prospect
- Turn into lead
- Contact lead
- Qualify lead
- Hand to AE
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
lead generationsales automationAI agentsSDRworkflow
offer it as a servicebuild a SaaS on top of itrecurring
A builder shares a low-cost, automated AI stock analysis tool that delivers instant results via Telegram and web, enabling scalable, hands-off stock analysis services. This is a blueprint for launching AI-powered, recurring-revenue products in finance.
Quantitative Trading Project n°3 is live.
I built an automated AI stock analyzer that pulls from multiple AI sources.
→ Costs me only $0.20 per full analysis.
→ Results display instantly on Telegram + my website
→ The better the AI gets, the more accurate my scores
Open-source AI assistant that remembers conversations across messaging platforms. Builders can fork or extend this to create custom assistants or SaaS products with persistent memory features.
AI assistant with memory across messaging platforms
github.com/letta-ai/letta
…
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI assistantopen sourcemessagingmemoryautomation
fork and ship itbuild a SaaS on top of itrecurring
A new AI tool generates and backdates GitHub contributions to improve developer profiles for recruiters. Builders can productize this as a SaaS for job seekers wanting to boost their GitHub presence.
Your GitHub contribution graph is a lie.
Green squares don't mean you're a good developer. Empty squares don't mean you're a bad one.
But recruiters don't care. They see empty and move on.
So I built an AI tool that takes your real, finished projects and backdates months of
👁 38 views❤ 3🔁 0💬 0🔖 07.9% engActionable
AIGitHubSaaSrecruitingautomation
build a SaaS on top of itoffer it as a servicerecurring
OpenClaw is a new open-source framework for building autonomous AI agents, enabling builders to create intelligent automation tools or products. This is a strong foundation for launching custom agent-based SaaS or automation services.
OpenClaw is the ultimate open-source framework for building autonomous AI agents! From automation to creative tasks, it lets you create intelligent helpers that work for you. The future of AI is open. Check it out!
vdoob.com #OpenClaw #vdoob
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI agentsopen sourceautomationframeworkbuilder
build a SaaS on top of itfork and ship itrecurring
A curated list of open-source GitHub repos for automated trading on Polymarket, including agent frameworks and dashboards. Builders can fork, extend, or integrate these tools to launch new trading bots or analytics products.
8 GitHub repos for trading on Polymarket
fully open-source, zero cost to get started
1.Polymarket Agents:
github.com/Polymarket/age
…
Official AI agent framework - news ingestion, LLM integration, auto trading
2.BTC Dashboard:
github.com/txbabaxyz/poly
…
Records data from
👁 481 views❤ 8🔁 3💬 0🔖 122.3% engActionable
open sourcetradingautomationcryptoAI agents
fork and ship itbuild a SaaS on top of itrecurring
A builder used Opus 4.6 to create a cognitive framework that enables GPT-5.4 to match Opus-level performance, then tested both on designing an autonomous Polymarket trading agent. This demonstrates a method for automating trading strategies, potentially enabling passive income streams.
I had Opus 4.6 engineer its own replacement
Last Night I built a "cognitive framework" that made GPT-5.4 match Opus-level output.
Today I ran both head-to-head on a real task: designing an autonomous Polymarket trading agent.
Before vs After:
GPT-5.4 baseline:
👁 14,155 views❤ 97🔁 5💬 10🔖 1910.8% eng
AI agentstradingautomationpassive incomeGPT-5.4
write a newsletter/blog about itpost about it on Xaudience building
Infinit Labs lets users create DeFi strategies in plain English, executed by AI agents on-chain—no coding required. Builders can leverage this to automate and monetize DeFi strategies for passive income.
i've been a verified strategist on
@Infinit_Labs
for a while now.
here's what most people don't realize:
> you don't need to code. you don't need to know Solidity. you write a DeFi strategy in plain English and AI agents execute it on-chain.
i built strategies all from a
👁 3,706 views❤ 39🔁 2💬 14🔖 131.5% engActionable
DeFino-codeAI agentsautomationcrypto
offer it as a servicewrite a newsletter/blog about itrecurring
OpenMontage is a new open-source system for orchestrating full video production workflows using AI agents and 49 tools, enabling ultra-cheap, automated content creation. Builders can fork, extend, or offer services/products on top of this stack.
An open-source agentic video production system just dropped -- 11 pipelines, 49 tools, and a full product ad produced for $0.69 total.
It's called OpenMontage. And it's not a text-to-video tool.
It's a full production orchestration system where your AI coding assistant --
👁 1,895 views❤ 32🔁 3💬 0🔖 411.8% engActionable
open sourcevideo automationAI agentscontent creationproduction pipeline
meetrep.ai offers an AI agent that can demo any product around the clock, enabling entrepreneurs to automate product demonstrations and potentially generate sales or leads passively.
meetrep.ai. AI that demos your product, no matter what your product is, 24/7
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI demoautomationsalespassive incomeSaaS
offer it as a servicebuild a SaaS on top of itrecurring
GLM-5V-Turbo converts screenshots, designs, videos, and docs directly into runnable frontend/backend code, streamlining UI-to-code workflows. Builders can leverage this to rapidly prototype, automate client work, or power new SaaS tools.
Z.ai launched GLM-5V-Turbo and it’s a new take on the something-to-something class of models: multimodal-to-code
- Converts screenshots, designs, videos, and documents into runnable frontend/backend code => eliminating manual UI-to-code translation.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
multimodalcode generationautomationAI tools
build a SaaS on top of itoffer it as a servicerecurring
Citadel is a new open-source OS that lets you orchestrate 198 AI agents like an engineering org, not just chatbots. Builders can fork, extend, or build products/services on top of this robust codebase.
One developer. Zero funding. 668K-line codebase. 198 AI agents orchestrated across 32 parallel sessions.
I built Citadel, an open-source OS that makes AI agents work like an engineering organization, not a chatbot. 450+ stars and 900+ clones in two weeks, no launch strategy, no
👁 1,129 views❤ 6🔁 0💬 2🔖 00.7% engActionable
open sourceAI agentsautomationorchestrationOS
fork and ship itbuild a SaaS on top of itrecurring
ValeoProtocol's new npm package lets AI agents independently manage payments, credit, and budgets. Builders can now automate financial operations in their AI products, enabling new business models and reducing manual overhead.
AI agents just leveled up, they now have their own financial system
@ValeoProtocol
just launched valeo-mcp/server, an npm package that allows AI agents to independently handle payments, take credit, track expenses, and manage budgets. Built with :
- x402 for smooth,
👁 3,394 views❤ 25🔁 14💬 8🔖 01.4% engActionable
AI agentsautomationfinancenpmValeoProtocol
build a SaaS on top of itoffer it as a servicerecurring
This tweet shares prompts that let anyone use Claude to write and design a full book in 48 hours, enabling rapid creation of publishable content. Builders can leverage this to automate book publishing and generate passive income with minimal manual effort.
BREAKING: Claude can now write & design a full book in 48 hours.
Here are 9 prompts that turn beginners into published authors in 10 days.
Bookmark this before it’s everywhere
👁 506 views❤ 15🔁 8💬 6🔖 155.7% engActionable
AI writingbook publishingautomationClaudepassive income
offer it as a servicesell a course/guide teaching itone-time
Zhipu AI's GLM-5.1, a massive 744B parameter coding model, is now available on Hugging Face. Builders can leverage its state-of-the-art coding and agentic capabilities to create advanced AI-powered products or services.
Zhipu AI just released GLM-5.1 on Hugging Face
A 744B parameter agentic engineering model with state-of-the-art coding capabilities.
Achieves SOTA on SWE-Bench Pro and excels at long-horizon terminal tasks.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
open sourceAI modelscodingautomationHugging Face
build a SaaS on top of itfork and ship itrecurring
Netflix released an open-source model that removes objects from video while simulating realistic physics, now available on Hugging Face. Builders can leverage this to create new video editing tools or services with advanced capabilities.
Netflix just open-sourced a model that removes objects from video - including the physics of what happens after they are gone.
Not just pixel fill. Gravity, collisions, motion trajectories, chain reactions.
And they put it on Hugging Face for anyone to use.
This is the new
👁 286 views❤ 4🔁 3💬 0🔖 02.4% engActionable
video editingopen sourceAI modelsHugging Facephysics simulation
build a SaaS on top of itoffer it as a servicerecurring
A PhD researcher released 8 open-source AI agents that automate note-taking, inbox triage, and more in Obsidian, replacing multiple productivity tools. Builders can fork, extend, or productize this for multilingual markets.
Delete Notion. Delete your note-taking app. Delete your inbox triage tool.
A PhD researcher just replaced all of them with 8 AI agents that manage your Obsidian vault while you sleep.
100% open source. Works in any language.
You talk. The crew does the rest:
- Architect
A multi-agent trading framework built on LangChain + LangGraph with an MIT license, mirroring quant team workflows. Builders can fork, extend, or commercialize this for automated trading products.
Multi agent systems for trading are the natural next step. Running 4 specialized agents analyzing technical indicators, patterns, and trends simultaneously mirrors how the best quant teams actually work. Built on LangChain + LangGraph with MIT license. This will get forked
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
tradingmulti-agentopen sourceautomationLangChain
fork and ship itbuild a SaaS on top of itrecurring
daVinci-LLM has open-sourced a 3B parameter model with performance comparable to 7B models, plus full training data, pipelines, and ablation studies. Builders can leverage or extend this model for new AI products or services.
daVinci-LLM fully open-sources 3B model matching 7B performance
Trained from scratch on 8T tokens with complete data pipelines, training processes, and 200+ ablations released on Hugging Face. The Data Darwinism framework proves systematic L0-L9 processing depth rivals parameter
👁 6,426 views❤ 93🔁 10💬 2🔖 311.6% engActionable
open sourceLLMAI modelsHugging Facedata pipeline
build a SaaS on top of itfork and ship itrecurring
Netflix has open-sourced VOID, a powerful video object and interaction deletion model, on Hugging Face. Builders can leverage this tech to create new video editing tools or services, tapping into a high-demand market for automated video manipulation.
Netflix's first public model, releases VOID on Hugging Face for video object and interaction deletion using quadmask conditioning on its 5B parameter CogVideoX base with two checkpoints available.
The model is trained on synthetic physics data from HUMOTO and Kubric sources and
👁 874 views❤ 11🔁 0💬 0🔖 41.3% engActionable
video editingopen sourceAI modelsHugging Facecontent automation
build a SaaS on top of itoffer it as a servicerecurring
A GitHub repo has leaked the full system prompts for 25+ leading AI coding tools, offering builders a rare look at their inner workings. This can be used to create new tools, improve existing ones, or educate others on prompt engineering.
BREAKING: Someone just leaked the full system prompts of every major AI coding tool in one GitHub repo.
Cursor. Devin AI. Claude Code. Windsurf. Replit. v0. Lovable. Manus. Perplexity. Notion AI. Warp. Kiro. Junie. Xcode AI.
25+ products. Fully exposed.
Not summaries. Not
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
prompt engineeringAI coding toolsopen sourcereverse engineeringproduct development
fork and ship itsell a course/guide teaching itrecurring
A new tool lets you turn custom fine-tuned AI models into production-ready API endpoints in just 15 minutes, removing deployment bottlenecks. This enables solo builders to quickly launch AI-powered products without managing infrastructure.
Most AI teams aren't bottlenecked by model quality anymore, they're bottlenecked by deployment.
Use
hpc-ai.com to serve models as API endpoints and turn a custom fine-tune into a production API in just 15 minutes!
MaaS > managing your own infra
Try our Model APIs and
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI deploymentAPIinfrastructureMaaSbuilder tool
build a SaaS on top of itoffer it as a servicerecurring
China has launched CoPaw, a fully open-source agent framework that runs locally, supports free models, and offers long-term memory. Builders can fork, extend, or build businesses on top of this robust, self-hosted AI agent stack.
BREAKING: China just dropped an open-source agent framework.
CoPaw rivals OpenClaw… but runs locally.
→ works with free models (Qwen 3.5)
→ long-term memory
→ runs via Ollama
→ fully self-hosted
100% open-source.
👁 303 views❤ 8🔁 0💬 3🔖 63.6% engActionable
open sourceAI agentsframeworkself-hostedautomation
fork and ship itbuild a SaaS on top of itrecurring
Bluprint by BluwhaleAI lets anyone build and deploy autonomous AI financial agents for tasks like yield optimization and risk management, enabling automated, 24/7 passive income streams across Web2 and Web3. Builders can leverage this tool to create, monetize, or offer automated financial services.
Just discovered
@bluwhaleai
's new 'Bluprint' $BLUAI — a powerful no-code tool that lets anyone build & deploy autonomous AI financial agents in 3 simple steps!
Turn your strategies into smart agents that run 24/7 across Web2 + Web3: yield optimization, risk management, whale
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI agentsno-codefinanceautomationWeb3
offer it as a servicebuild a SaaS on top of itrecurring
This tweet outlines a workflow to automate WhatsApp sales conversations using AI, enabling entrepreneurs to set up 24/7 sales assistants that can handle inquiries and close deals on autopilot. Builders can leverage this to create hands-off, recurring revenue streams by deploying or offering AI-powered sales bots.
Turn What'ssApp into a 24/7 AI sales assistant
Flow: PDF → text → chunks → embeddings → vector DB → AI search → instant replies
Built with n8n + GPT-4o to deliver fast, accurate, human-like responses on autopilot
#AI #Automation #n8n
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AIautomationWhatsAppsalesn8n
offer it as a servicebuild a SaaS on top of itrecurring
This setup details how to run a multi-model AI agent pipeline locally with persistent memory for just $15-35/month, enabling builders to automate complex workflows affordably. It's a practical blueprint for deploying powerful AI automations without high cloud costs.
The setup: OpenClaw as the agent framework, ClawRouter for model routing (Gemini Flash for simple tasks, Claude Sonnet for complex ones),
OpenViking for persistent memory.
All running locally on a $600 Mac Mini. Monthly API cost after optimization: $15-35.
👁 148 views❤ 2🔁 0💬 2🔖 02.7% engActionable
local AIautomationagent frameworkcost optimizationworkflow
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This workflow turns WhatsApp into an automated AI sales assistant using n8n and GPT-4o, enabling instant, human-like replies from PDFs. Builders can deploy this to automate sales and customer support, creating hands-off revenue streams.
Turn What'ssApp into a 24/7 AI sales assistant
Flow: PDF → text → chunks → embeddings → vector DB → AI search → instant replies
Built with n8n + GPT-4o to deliver fast, accurate, human-like responses—on autopilot
#AI #Automation #n8n
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
WhatsAppAI assistantautomationn8nsales
offer it as a servicebuild a SaaS on top of itrecurring
This strategy shows how to build an MCP server so your tool appears as an answer when users ask AI models like Claude or ChatGPT, turning the AI into an automated sales channel for your product. It's a direct way to generate recurring, passive income by integrating with AI assistants.
Here are all the strategies:
1. BUILD AN MCP SERVER
When someone asks Claude or ChatGPT the question your product answers, your tool shows up automatically.
The AI becomes your sales team.
Example:
User: "What's the best way to analyze backlinks?"
Claude: "Let me use the
👁 1,273 views❤ 4🔁 0💬 3🔖 40.5% engActionable
AI integrationautomationsalesMCP serverpassive income
X has open-sourced an official MCP server, enabling AI agents to natively post, search, DM, and manage X accounts. Builders can now automate and extend X interactions, opening doors for new AI-powered products and services.
X just open-sourced an official MCP server for the X API.
This means your AI agents can now post, search, DM, and manage your X account natively.
Here's how to set it up with OpenClaw and Claude/Cowork:
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
X APIopen sourceAI agentsautomationsocial media
build a SaaS on top of itfork and ship itrecurring
A comprehensive stack of 54 Claude-based tools, agents, and automation resources, most of which are under the radar. Builders can leverage these to rapidly prototype, automate, or enhance AI-powered products.
HOLY SH*T
This is the Claude Code Resource Bible
54 tools.
Agents. MCP servers. Skills. Automation.
99% of people in AI…
haven’t even seen this stack yet.
That’s your edge.
OFFICIAL (Don’t skip this)
• Docs →
code.claude.com/docs
• MCP Servers →
👁 18 views❤ 4🔁 2💬 3🔖 250.0% engActionable
ClaudeautomationAI toolsagentsMCP servers
build a SaaS on top of itoffer it as a servicerecurring
This tweet outlines a step-by-step workflow for automating YouTube channel production using only free AI tools, enabling creators to batch-produce videos in under 2 hours each. It's highly relevant for builders seeking to launch or scale passive income channels with minimal upfront investment.
4/ AI Automation Workflow
Design a complete YouTube automation system
for a [NICHE] channel with $0 budget.
Map out:
- Free AI tools for each production step
- Script → Voiceover → Edit → Thumbnail workflow
- Time required per video (target under 2 hours)
- Batch production
This tweet shares a detailed AI and Python workflow that enables a solo builder to operate at the scale of a full team, automating tasks and boosting productivity. It's highly relevant for entrepreneurs seeking to streamline operations and scale without hiring.
My manager thought I had a team.
I was alone.
Here's the exact AI + Python workflow that
made me look like 5 developers
(Save before your team finds it )
👁 132 views❤ 22🔁 4💬 16🔖 231.8% engActionable
AI workflowautomationproductivityPythonsolo founder
offer it as a servicesell a course/guide teaching itone-time
A consolidated open-source repo with 130+ production-ready GenAI apps, agents, and cookbooks, solving the problem of scattered AI learning resources. Builders can fork, extend, or use these assets to accelerate product launches or create new offerings.
The Gen AI learning problem nobody talks about:
Everything is scattered.
Docs here. Tutorials there.
Tools change every week.
We fixed it.
130+ production-ready apps, agents & cookbooks → one free repo.
→ LangChain, RAG, agents, fine-tuning
→ Real projects you can actually
👁 44 views❤ 2🔁 0💬 0🔖 04.5% engActionable
open sourceGenAILangChainRAGautomation
fork and ship itbuild a SaaS on top of itrecurring
Showcases an AI agent workflow on Atelier that automates claim-to-delivery, enabling builders to set up autonomous income streams. Useful for entrepreneurs seeking hands-off, recurring revenue with AI.
From zero to autonomous income system:
My agent on Atelier now runs end-to-end workflow:
claim -> create -> deliver.
If you are building with AI agents, this platform is worth trying.
@useAtelier
#BuildInPublic #AIAgents #CreatorEconomy
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI agentsautomationpassive incomeAtelierworkflow
build a SaaS on top of itoffer it as a servicerecurring
DemoEngine is an AI-powered SDR that automates prospect research, email outreach, follow-ups, and meeting booking, eliminating the need for manual sales sequences or training reps. Builders can leverage this tool to create hands-off lead generation and sales systems for themselves or clients.
DemoEngine. An AI SDR that researches your prospects, writes the emails, follows up, and books the meetings. No sequences to build. No reps to train.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI salesautomationlead generationSaaSoutreach
offer it as a servicebuild a SaaS on top of itrecurring
This tweet outlines a simple, actionable process for automating a repetitive weekly task using AI, enabling entrepreneurs to reclaim time and boost efficiency. It's a practical framework for building automation pipelines that can underpin scalable, passive income businesses.
Start this weekend:
Pick ONE task you repeat weekly
Write down every step
Give AI your rules + 3-5 examples
Iterate 10+ rounds
By Sunday, you'll have one workflow running at 80% quality with 5% of your time.
That's not a hack. That's a system.
A ready-to-use workflow combining Tally, Make/n8n, Claude, Airtable, and Gmail to automate lead qualification and follow-up, helping solo founders capture and convert more leads with minimal setup and cost.
Setup time: ~2 hours
Monthly cost: ~$15
Leads you stop losing: all of them.
Tools:
Tally.so +
Make.com or n8n + Claude(or nay LLM) + Airtable + Gmail
DM me "qualify" — I'll send you the Make/n8n template.
#AIAutomation #SoloFounder
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
lead automationworkflowAI toolssolo founderno-code
offer it as a servicebuild a SaaS on top of itrecurring
A repo with 130+ production-ready AI apps and agents, offering builders a shortcut to launch real products instead of just following tutorials. This is a goldmine for entrepreneurs looking to quickly ship and monetize AI-powered solutions.
Everyone’s debating the “best AI dev tool”
Cursor vs Bolt vs Lovable vs v0…
But the real gap isn’t tools
it’s what you build with them
Most people:
→ watch tutorials
→ copy demos
→ never ship anything real
Meanwhile this repo flips it:
130+ production-ready apps, agents,
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
open sourceAI appsautomationproduct ideasagents
fork and ship itbuild a SaaS on top of itrecurring
Dify is a high-starred open source repo that streamlines building AI apps by eliminating the need for complex glue code, letting builders launch products faster. This is valuable for entrepreneurs looking to rapidly prototype or deploy AI-powered solutions.
This repo just crossed 136,000 stars on GitHub. It is arguably the fastest way to ship an AI app right now.
Dify lets you bypass writing 1,000+ lines of glue code.
Instead of manually stitching LangChain, FastAPI, and 5 other tools together, here is what it handles out of the
👁 293 views❤ 6🔁 0💬 0🔖 02.0% engActionable
AI appsopen sourcerapid prototypingautomationdev tools
build a SaaS on top of itfork and ship itrecurring
This showcases an AI agent that automates restaurant phone bookings using Twilio, RAG, and VisionAgents. Builders can deploy similar agents for local businesses, creating automated services that generate recurring revenue.
The telephone has been around since 1876. Even 150 years later, it still has more to give!
We built an AI agent that answers calls for a restaurant, checks the menu, finds availability and books a table.
Build your own with
@twilio
,
@turbopuffer
(RAG) +
@visionagents_ai
👁 88 views❤ 4🔁 2💬 0🔖 06.8% engActionable
AI agentautomationrestaurantTwilioRAG
offer it as a servicebuild a SaaS on top of itrecurring
A new autonomous AI agent scans Base wallets and tokens 24/7 to spot early opportunities before the wider crypto community. Builders can leverage or integrate such agents to automate alpha discovery and potentially monetize early token alerts.
An AI agent on
@base
is scanning wallets and tokens 24/7
@BasedJaider
just shipped the tool
@TrencherAIBot
is an autonomous AI agent hunting early tokens on Base
before CT finds out.
Would you have faded
@Altcoinist
signal bot at 30K ?
👁 621 views❤ 9🔁 2💬 6🔖 02.7% engActionable
AI agentcryptoautomationtoken discoveryBase
build a SaaS on top of itoffer it as a servicerecurring
Meetrep.ai offers an AI tool that can automatically demo any product around the clock, enabling entrepreneurs to automate sales and support, potentially generating passive income with minimal manual effort.
meetrep.ai. AI that demos your product, no matter what your product is, 24/7
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI demoautomationsalespassive incomeSaaS
offer it as a servicebuild a SaaS on top of itrecurring
PokeeClaw is a robust AI agent platform featuring RL-powered tool selection and secure sandboxing, enabling builders to automate complex workflows across 1,000+ integrations. This can help entrepreneurs streamline operations or deliver automated services at scale.
PokeeClaw is a different beast.
Enterprise-grade AI agent platform. 1,000+ integrations. RL-powered tool selection. Secure sandbox.
I test AI agents constantly for this newsletter. Most are demos. This one just… did the work.
👁 769 views❤ 2🔁 0💬 2🔖 00.5% engActionable
AI agentsautomationintegrationsenterpriseworkflow
offer it as a servicebuild a SaaS on top of itrecurring
A high-profile open source agent system integrating skills, memory, and security, rapidly gaining traction. Builders can fork, extend, or commercialize this as a foundation for AI-powered automation products.
137,906 everything-claude-code — Claude Code・Codex・Cursor's agent optimization system. Integrates skills, memory, and security. Achieved 138,000 stars in about 2.5 months.
github.com/affaan-m/every
…
#GitHub #ClaudeCode #AIAgents
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
open sourceAI agentsClaudeautomationGitHub
fork and ship itbuild a SaaS on top of itrecurring
A curated stack of top AI tools for ideation, building, deploying, and monetizing web/mobile products. This roadmap helps entrepreneurs quickly assemble and launch AI-powered projects with built-in monetization and growth options.
Best AI tools for vibecoding in 2025:
1. Ideas
- ChatGPT
- Claude
- Perplexity
2. Build (Web)
- Bolt
- Lovable
- Cursor
3. Build (Mobile)
- FlutterFlow
- Expo + Claude
- Replit
4. Ship & Deploy
- Supabase
- Railway
5. Monetize
- Stripe
- Lemon Squeezy
- RevenueCat
6. Grow
-
👁 61 views❤ 2🔁 0💬 0🔖 03.3% engActionable
AI toolsproduct buildingmonetizationautomationstartup
build a SaaS on top of itwrite a newsletter/blog about itrecurring
A massive leak of 30,000+ lines of system prompts for leading AI agents like Cursor, Devin, and Perplexity reveals how these tools think and operate. Builders can study, fork, or extend these prompts to create new AI-powered products or services.
cursor...windsurf...devin... lovable...v0...perplexity
someone leaked the full system prompts of all of them
30,000+ lines of how these tools actually think, plan, and respond behind the scenes
The ai internet went feral over this one
github.com/x1xhlol/system
…
👁 849 views❤ 18🔁 4💬 0🔖 122.6% engActionable
AI agentssystem promptsopen sourceprompt engineeringreverse engineering
fork and ship itbuild a SaaS on top of itrecurring
Zamu is an AI-powered front desk that answers, schedules, and follows up on calls for service businesses, addressing a major pain point and enabling automated, recurring revenue opportunities for builders targeting this market.
62% of service business calls go unanswered. 85% of those callers never try again. So I built Zamu. AI front desk that answers, schedules, and follows up while you work.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AIservice businessautomationSaaSrecurring revenue
offer it as a servicebuild a SaaS on top of itrecurring
Meta has released Llama 4 Maverick, a 400B parameter MoE model with open weights that outperforms GPT-4o and Gemini 2.0 Flash. Builders can leverage this state-of-the-art model to create new AI-powered products or services without API costs.
Meta Llama 4 Maverick has been released.
Key specs to note
・400B parameters (17B active) MoE architecture
・Outperforms GPT-4o and Gemini 2.0 Flash in benchmarks
・Open weights, zero API costs
What it means for AI adoption leads
The era of "cutting-edge AI models
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
open sourceAI modelsLlama 4MoEbuilder
build a SaaS on top of itfork and ship itrecurring
Gemma 4's move to Apache 2.0 removes commercial barriers, enabling builders to deploy and monetize advanced agentic reasoning and long-context RAG applications locally. This opens the door to forking, extending, or productizing the model for niche solutions.
Gemma 4's Apache 2.0 license is a big move—once the commercial barriers are removed, local deployment scenarios will accelerate. Agentic reasoning paired with TurboQuant's long-context optimization feels like it's specifically aimed at RAG applications. Not sure how its inference
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
open sourceRAGGemma 4local deploymentAI agents
fork and ship itbuild a SaaS on top of itrecurring
A massive repo just leaked the system prompts behind leading AI coding agents like Devin, Claude Code, and Perplexity. Builders can study, adapt, or fork these to create new coding tools or services.
BIGGEST AI "LEAK" OF 2026 JUST HIT 134K STARST
The exact system prompts behind:
• Cursor
• Devin AI
• Claude Code
• v0
• Perplexity
• Windsurf
• 25+ more
Want to know how the top AI coding agents actually think?
This repo has it all.Steal them. Study them. Build
👁 3,634 views❤ 49🔁 9💬 0🔖 821.6% engActionable
AI agentsopen sourcecodingpromptsleak
fork and ship itbuild a SaaS on top of itrecurring
An open-source AI project can generate movie commentary videos in a single sentence, automating a format that currently earns creators millions. Builders can leverage this to rapidly produce content or offer automated video commentary services.
I've got a friend who makes movie commentary videos and earns 10 million a year; he's called Xiao Pian Pian Kan Da Pian, but he might get disrupted by this open-source project!
Using AI to generate a movie commentary video in one sentence—this Skill pulls it off.
This tweet shares a step-by-step system for building AI-powered income streams using Python, OpenAI API, and related tools. It's positioned as a practical guide for entrepreneurs to automate and monetize AI solutions.
Stop building AI, start earning from it!
Discover the "AI Income Package Engine" – my proven system built with the *exact* tech stack I use:
- Python, OpenAI API, VS Code, GitHub, Render.
This isn't just a toolkit review. It's your blueprint to monetize AI. Get details & the
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI automationpassive incomeOpenAIPythonmonetization
sell a course/guide teaching itoffer it as a servicerecurring
GitNexus is an open-source tool that transforms codebases into knowledge graphs for AI agents, enabling advanced code understanding and automation. Builders can leverage or extend this to create powerful dev tools or AI-powered SaaS products.
Someone open-sourced a tool that gives AI coding agents "eyes," and its usefulness is downright alarming.
It's called GitNexus. Not a documentation generator, not code search. It's the kind of thing that turns an entire codebase into a knowledge graph and plugs it straight into
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
open sourceAI agentsdeveloper toolsknowledge graphautomation
build a SaaS on top of itfork and ship itrecurring
Meetrep.ai offers an AI agent that can demo your product around the clock, enabling entrepreneurs to automate sales demos and potentially generate recurring revenue with minimal manual effort.
Working on
meetrep.ai - AI that demos your product 24/7
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI demoautomationsalesSaaSpassive income
offer it as a servicebuild a SaaS on top of itrecurring
Vercel Labs' open source repo lets builders create and share AI agent skills without relying on paid platforms or subscriptions, enabling rapid prototyping and productization.
Build and share ai agent skills without a platform or subscription.
Github link:
github.com/vercel-labs/sk
…
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
open sourceAI agentsno-codeautomationbuilder
fork and ship itbuild a SaaS on top of itrecurring
New AI-powered bots automate Polymarket trading and memecoin research, enabling hands-off trading strategies and timely alerts. Builders can leverage these tools to generate passive income or offer automated trading services.
NEW TOOLS NOW IN STOCK
- custom polymarket bot
Fully automated , just fund , set your strategy and it keeps trading
+ Proxy ban bypass
- memecoin research bot
Scans for new narratives + volume get alert
Not automated due to possibility of rugs and manipulation
👁 201 views❤ 6🔁 0💬 3🔖 04.5% engActionable
AI tradingcryptoautomationpassive incomebots
offer it as a servicebuild a SaaS on top of itrecurring
GLM-5.1 is a new AI coding assistant rivaling Claude Opus in code generation and bug fixing, but at a fraction of the price. Builders can leverage this tool to automate coding tasks, accelerate product development, or power new SaaS offerings.
GLM-5.1 is out
And here is what you need to know
Zai built an AI that codes almost as good as Claude Opus (the one people pay $200/month for )
and priced it at $3
What it does
→ Writes and fixes code on its own without you babysitting it
→ Can work on a single task for
👁 107 views❤ 5🔁 0💬 0🔖 04.7% engActionable
AI codingautomationdev toolsSaaScost-saving
build a SaaS on top of itoffer it as a servicerecurring
Shipper is an autonomous AI tool that handles app development, design, marketing, and launch for a low monthly fee, enabling solo entrepreneurs to build and launch products without hiring a team. This dramatically lowers the barrier to creating automated, recurring-revenue businesses.
GLM-5.1, a top-tier open weights language model, is now available on Hugging Face. Builders can leverage or extend this model to create new AI-powered products or services.
GLM-5.1 weights are on Hugging Face - probably the best open weights model in the world right now :)
huggingface.co/zai-org/GLM-5.1
👁 1,426 views❤ 19🔁 0💬 2🔖 41.5% engActionable
open sourceLLMHugging FaceAI modelsproduct building
build a SaaS on top of itfork and ship itrecurring
Fetchr lets you list your AI agent for $5, with an automated review process and placement alongside top agents. This offers builders a low-barrier way to monetize their AI tools and generate recurring revenue.
if you are building an ai agent, or a tool
you should check out fetchr
we let you list your ai agents only for $5 via bankr x402
you pay the agentic fees -> submit the form -> AI reviews it for authenticity -> you list beside all the top agents
and the crazy part is, you can
👁 2,086 views❤ 28🔁 2💬 3🔖 01.6% engActionable
AI agentsmarketplacepassive incomemonetizationautomation
GLM-5.1 is a leading open source AI model excelling in software engineering and autonomous long-horizon tasks. Builders can leverage or extend it to create advanced automation products or services.
GLM-5.1 is out on Hugging Face
#1 in open source and #3 globally across SWE-Bench Pro, Terminal-Bench, and NL2Repo
Built for Long-Horizon Tasks: Runs autonomously for 8 hours, refining strategies through thousands of iterations
model:
👁 2,965 views❤ 31🔁 2💬 2🔖 71.2% engActionable
open sourceAI modelautomationSWE-Benchlong-horizon
fork and ship itbuild a SaaS on top of itrecurring
Zai's GLM-5.1, now open source under MIT, outperforms closed models and is available on Hugging Face and LM Studio. Builders can leverage this high-performing model to create new AI products or services.
Claude Opus 4.6 has lost the lead :) For the first time, an open-source model has surpassed a closed-source one.
Zai has released the GLM-5.1 model as open source under the MIT license on Hugging Face. It's also arrived on LM Studio.
The model scored 58.4 on SWE-Bench Pro,
👁 11,836 views❤ 137🔁 9💬 14🔖 1351.4% engActionable
open sourceAI modelsHugging FaceSWE-BenchMIT license
fork and ship itbuild a SaaS on top of itrecurring
Microsoft has open-sourced a security governance tool for AI agents that blocks risky behaviors in under 0.1ms and integrates with major agent frameworks. Builders can leverage this robust, MIT-licensed solution to enhance or commercialize secure AI agent products.
MicrosoftがAIエージェントのセキュリティ統治ツールをOSSで公開した。
何がすごいか
・OWASP Agentic AI Top 10リスク全10項目に対応
・0.1ms未満でエージェントの危険な行動をブロック
・LangChain / CrewAI / OpenAI Agents SDK等と統合済み
・MITライセンス(無料、ベンダーロックインなし)
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI securityopen sourceagentic AILangChainMIT license
build a SaaS on top of itfork and ship itrecurring
Open Higgsfield AI is a full-stack, open-source cinema studio you can run locally, offering a free alternative to paid AI video tools. Builders can fork, extend, or productize this stack for new AI-powered video businesses.
Stop paying for Higgsfield AI.
There’s no reason anymore.
I found this open-source project…
and cancelled my subscription the same day.
It’s called Open Higgsfield AI.
A full AI cinema studio you can run locally.
Not one model. Not one tool.
A whole stack.
Flux. SDXL.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
open sourceAI videolocal inferencebuildercinema studio
fork and ship itbuild a SaaS on top of itrecurring
Google's new Gemma 4 model offers open source, frontier-level AI performance on consumer hardware. Builders can leverage this to create new products, services, or content with minimal upfront cost.
Get this: there's a FREE open source model that runs on consumer hardware you can use TODAY that's as powerful as frontier AI models from 14 months ago.
Are we living in the future? Thanks to Google's new Gemma 4, we apparently are.
Want to have a frontier level AI agent
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
open sourceAI modelsGemma 4frontier AIbuilder tools
build a SaaS on top of itfork and ship itrecurring
A founder demonstrates building a fully automated AI research workflow using Gumloop and prompts, outperforming expensive paid tools. This shows how solo builders can rapidly automate complex research tasks without code or developers.
1/
I launched Intelligence & Power yesterday.
Day 1: I built a fully automated AI research pipeline in 90 mins.
• No code.
• No developer.
• Just Gumloop + 3 prompts.
The output? Better than tools I’ve paid $500/mo for.
Here’s the breakdown:
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI automationno-coderesearchworkflowproductivity
offer it as a servicewrite a newsletter/blog about itrecurring
GLM-5.1 is a newly released open source language model that rivals closed-source alternatives, offering builders a foundation to create AI-powered products or services without licensing restrictions.
And again, the model is open source...
So we've officially something competitive with closed labs and about as good
Official blog post:
z.ai/blog/glm-5.1
Hugging Face:
huggingface.co/zai-org/GLM-5.1
API:
docs.z.ai/guides/llm/glm
…
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
open sourceLLMAI modelsproduct buildingAPIs
build a SaaS on top of itfork and ship itrecurring
This tweet outlines a workflow using AI to automate content creation and monetization, enabling entrepreneurs to generate high-volume posts and income streams with minimal time investment. It's a blueprint for building scalable, passive income using AI.
My 3-Layer AI Stack:
Layer 1: Content Engine
→ AI finds viral hooks + rewrites for my niche
→ AI generates visuals + captions + schedules posts
→ Output: 15–30 posts/week in 30 minutes
Layer 2: Monetization Engine
→ Digital products + affiliates + sponsorships
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
automationcontentAI stackmonetizationpassive income
offer it as a servicesell a course/guide teaching itrecurring
A new tool scrapes HN and Reddit for real user pain points, generating startup ideas and instant landing page prompts—enabling builders to quickly launch and test passive income projects.
maybe these ideas will make you $1k by next Friday
findstartupideas.com
I built a tool that finds startup ideas from real HN and Reddit pain points
BONUS:
gives you the landing page prompt to launch immediately
as
@andrewchen
said - consumer AI is hitting a mega
GLM-5.1, an MIT-licensed open-weight model, outperformed top closed-source models on SWE-Bench Pro, signaling a major leap for open-source AI. Builders can now leverage state-of-the-art capabilities without licensing restrictions.
Wow, GLM-5.1 beat Opus 4.6, GPT-5.4, and Gemini 3.1 Pro on SWE-Bench Pro (58.4 vs 57.3 / 57.7 / 54.2) as an open-weight MIT-licensed model!
The “open-source AI vs closed-source AI” gap is still ~6 months.
This tweet shares free Claude AI prompts to build sales funnels modeled after Russell Brunson, plus a Hormozi-style offer generator. Builders can use these to optimize funnel conversions and create compelling offers, directly impacting revenue.
BREAKING: Claude can now architect your sales funnels exactly like Russell Brunson — for free.
Here are 6 prompts to stop guessing why your traffic isn't converting and start building funnels that scale:
(Btw, I built a Hormozi-Style "Grand Slam Offer AI". Free link at the end
👁 1,641 views❤ 6🔁 2💬 0🔖 130.5% engActionable
sales funnelsClaude AIconversionpromptsoffers
offer it as a servicesell a course/guide teaching itone-time
A newly open-sourced Python tool can fully automate the creation of faceless YouTube videos from Reddit links, requiring no editing, voice, or team. Builders can leverage this to rapidly launch and scale passive video channels.
BREAKING: Someone just open-sourced the exact tool powering thousands of faceless YouTube channels.
One Python script. One Reddit link. One finished video. Ready to upload.
No face. No mic. No editor. No team.
Here is what it does the second you run it:
-> Finds your
👁 680 views❤ 56🔁 21💬 22🔖 1814.6% engActionable
YouTube automationopen sourcevideo creationAI toolspassive income
make a YouTube video about itfork and ship itad revenue
A guide to consolidating multiple SEO tasks—keyword research, rank tracking, SERP analysis, and more—into a single Perplexity AI workflow, saving significant costs and streamlining content operations. Builders can leverage this to automate SEO for their own projects or clients.
I saved $2,400/year by replacing 5 SEO tools with one Perplexity AI setup.
Keyword research, rank tracking, SERP analysis, content briefs, cluster mapping - all cancelled...
You can do the same in 10 minutes.
Here is the exact tool-by-tool replacement guide.
↓
👁 1,230 views❤ 55🔁 39💬 21🔖 259.3% engActionable
SEOautomationcost-savingAI toolscontent
offer it as a servicewrite a newsletter/blog about itrecurring
The tweet highlights a timely opportunity: building interactive AI tools (like roof estimation calculators) for home service websites can drive leads and automate client acquisition. Builders can quickly create and sell or license these tools to service companies, generating recurring revenue.
The home service companies that will dominate the next 5 years are the ones building interactive tools on their website right now. You do not need a developer. You need an afternoon and an AI tool. Here is what to build:
Roof estimation calculator. A homeowner types in their
👁 457 views❤ 12🔁 0💬 2🔖 153.1% engActionable
AI toolshome serviceslead generationautomationSaaS
build a SaaS on top of itoffer it as a servicerecurring
Shopify merchants can now sell directly inside AI chats like ChatGPT, Copilot, and Google AI, opening new automated sales channels. Builders can leverage this to create hands-off, AI-powered ecommerce streams.
Shopping is no longer limited to websites.
With
@Shopify
latest update, merchants can now sell directly inside AI chats like
@ChatGPTapp
,
@Copilot
, and
@Google
AI.
This marks the beginning of a new era — Agentic Commerce.
Read more:
blog.syncmadeasy.com/shopify-expand
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
ShopifyAI Commerceautomationecommercechatbots
offer it as a servicewrite a newsletter/blog about itrecurring
A founder replaced a costly vendor contract with a custom AI workflow using Claude API and Make, achieving similar results at a fraction of the cost. This highlights a replicable approach for automating business processes and slashing expenses.
I replaced a £55,000/year vendor contract with an internal AI system I built in under a week.
Same ticket routing, auto-replies, and QA scoring - but no lock-in and ~90% cheaper.
The vendor called it “AI-powered automation.”
So I built it myself with Claude API + Make +
👁 149 views❤ 3🔁 0💬 0🔖 02.0% engActionable
AI automationcost reductionClaude APIworkflowno-code
offer it as a servicebuild a SaaS on top of itrecurring
PAW Agents is an open source AI agent framework with native Solana and smart contract support, enabling builders to create autonomous, safe, and validated workflows. This is a strong foundation for launching new AI-powered products or services, especially in the crypto space.
I built PAW Agents. an open source AI agent framework with native Solana support and a built-in smart contract language.
PAW (Programmable Autonomous Workers) turns natural language into safe, validated actions. Every action flows through a mandatory pipeline: INTENT → PLAN →
👁 415 views❤ 16🔁 0💬 8🔖 05.8% engActionable
AI agentsopen sourceSolanaautomationcrypto
build a SaaS on top of itfork and ship itrecurring
Alibaba's Accio helps small online sellers automate sourcing from manufacturers, making it easier to set up and scale dropshipping or e-commerce businesses with minimal manual effort.
A look at Alibaba's Accio, an AI sourcing tool that helps small online sellers connect with manufacturers, including in China; it exceeded 10M MAUs in March
connect your agent:
techsnif.com/agents
source:
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI sourcinge-commerceautomationAlibabadropshipping
offer it as a servicewrite a newsletter/blog about itrecurring
Shipper.now lets anyone turn ideas into AI-powered apps, websites, or businesses without technical skills. Builders can rapidly prototype and launch products, lowering the barrier to entry for passive income streams.
Build anything with AI: apps, websites, or a full business.
Prompt your idea into existing with
Shipper.now (0 technical experience needed).
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
no-codeAI toolsapp builderstartupautomation
build a SaaS on top of itoffer it as a servicerecurring
This tweet highlights AI-powered platforms like Cursor, Lovable, Bolt.new, and Replit Agent that let builders generate functional SaaS MVPs by simply pasting a product requirements doc and describing features in plain English. It matters because it drastically reduces the time and skill needed to launch new products.
Step 4: Vibe code the MVP.
Open Cursor, Lovable,
Bolt.new, or Replit Agent.
Paste your PRD. Describe what you want in plain English.
"Build a dashboard with login, a main table view, and a Stripe subscription paywall."
Watch it build. Test it. Describe what's
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI builderMVPSaaSautomationno-code
build a SaaS on top of itoffer it as a servicerecurring
A set of open source browser-based AI apps (assistants, video captioning, reasoning, gesture/voice games) you can fork, extend, or productize. Builders can leverage these as foundations for new products or services.
More browser apps that run entirely on your machine:
→ Tool calling assistants
→ Real-time video captioning
→ Chain-of-thought reasoning
→ Hand gesture + voice controlled games
All open source in the Liquid AI Cookbook ↓
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
open sourceAI appsbrowserproduct ideaslocal-first
fork and ship itbuild a SaaS on top of itrecurring
An AI-powered judge automates resolution of freelancer payment disputes on-chain, offering a way to build a trustless, low-fee alternative to platforms like Upwork. Builders can leverage this to create automated dispute resolution services that generate recurring revenue.
I built an AI-powered judge that settles freelancer payment disputes on-chain
Every freelancer has been here:
You deliver the work. The client says "this isn't what I asked for." Now it's your word against theirs.
Platforms like Upwork take 20% and still side with clients.
This tweet describes an AI CEO that automates key business functions using specialized agents (code, design, monetization, marketing, etc.), offering a blueprint for fully automated business operations. Builders can leverage this concept to streamline or even fully automate their own ventures.
2/ So we built an AI CEO.
Every day it runs specialized agents across every channel that matters when building a business:
- Code agent
- Design agent
- Monetization agent
- Launch agent
- Translation agent
- Email marketing agent
- SEO agent
- more
👁 0 views❤ 0🔁 0💬 0🔖 00.0% eng
AI agentsautomationbusiness opspassive incomeSaaS
build a SaaS on top of itoffer it as a servicerecurring
A new tool lets users create AI agents from just one prompt, and these agents are reportedly trading more effectively than humans. Builders can leverage this to automate trading or other tasks for recurring, hands-off income.
lol
we've shipped a tool allowing users to build an ai agent from a single prompt and most are trading a lot better than their human counterparts
👁 236 views❤ 6🔁 0💬 0🔖 02.5% engActionable
ai agentsautomationtradingpassive incometools
build a SaaS on top of itoffer it as a servicerecurring
VidLens is a free, open source tool that analyzes visual content in YouTube videos, not just audio. Builders can leverage this to create new products or services that extract, summarize, or repurpose video visuals—unlocking unique automation and monetization angles.
Most YouTube tools for AI can read what was SAID in a video.
I built one that can see what was SHOWN.
VidLens — 41 tools, free, open source.
Solo founder launches SinewFit, an AI-driven fitness platform that adapts to users' schedules and goals. This is a live SaaS beta, showing a clear path for builders to create automated, subscription-based fitness or coaching products.
Building SinewFit — AI training that adapts to your schedule, equipment, and goals week by week. Solo founder, built with Claude API + Next.js. Beta is live.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI fitnessSaaSClaude APINext.jsautomation
build a SaaS on top of itwrite a newsletter/blog about itrecurring
LangChain is expanding its agent middleware ecosystem and seeking community contributions. Builders can leverage this middleware to accelerate AI product development or create new integrations.
we're building out a community middleware page for
@LangChain
, and we need your help growing it.
agent middleware is one of the most powerful building blocks we've shipped. what are you building with it?
👁 14,222 views❤ 46🔁 17💬 5🔖 160.5% engActionable
LangChainmiddlewareAI agentscommunitydev tools
build a SaaS on top of itoffer it as a servicerecurring
This tweet highlights the emerging standard tech stack for AI agents, including orchestration, reasoning, retrieval, and a new player for identity and permissions. Builders can spot where the ecosystem is heading and identify gaps for new products or services.
Your AI Agents tech stack in 2026:
LangChain for orchestration ✓
OpenAI for reasoning ✓
Pinecone for retrieval ✓
Vorim AI for identity and permissions ← you are here
👁 0 views❤ 0🔁 0💬 0🔖 00.0% eng
AI agentstech stackmarket trendsidentitypermissions
write a newsletter/blog about itpost about it on Xaudience building
GLM-5, a new large language model from Zai, is now available in production for LangChain Fleet via Baseten. Builders can leverage this integration to quickly add advanced AI capabilities to their apps or workflows.
we practice what we preach --
@Zai_org
GLM-5 (via
@baseten
) now available in production for
@LangChain
Fleet!
👁 9,693 views❤ 37🔁 11💬 2🔖 180.5% engActionable
LLMLangChainBasetenAI integrationproduction-ready
build a SaaS on top of itoffer it as a servicerecurring
ChatGPT can automate coding, content creation, and debugging, making it a powerful tool for entrepreneurs to accelerate product development and streamline workflows.
14. ChatGPT
Your all-in-one AI assistant.
→ Write production-ready code
→ Generate LinkedIn/X content
→ Debug & explain complex logic
Pro tip: Use custom prompts + memory for best results
chat.openai.com
👁 429 views❤ 4🔁 0💬 0🔖 20.9% engActionable
AI assistantautomationcontent creationcodingproductivity
offer it as a servicebuild a SaaS on top of itrecurring
Shipproof is an AI agent that autonomously tests apps, writes its own tests, and finds bugs, making quality assurance accessible for dev teams without dedicated testers. Builders can leverage this to ship more reliable products faster and with less manual effort.
Most dev teams ship without QA because they can't afford a dedicated tester. Shipproof fixes that. An AI agent that crawls your app, writes its own tests, and catches bugs while you sleep.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AIQAautomationdev toolstesting
offer it as a servicewrite a newsletter/blog about itrecurring
A new tool, CurePrompts.com, was built in 30 minutes to help users give better instructions to AI. The creator is hosting a live workshop to show how it was built, offering insights for builders on rapid product development and solving real user pain points.
Most people aren’t bad at AI—they’re bad at giving it instructions.
So I built
CurePrompts.com in ~30 minutes to fix that.
Simple tool. Real problem. Shipped fast.
I’ll show you how LIVE:
4/28 • 6:30–8:30 PM (Zoom)
aiBuildWorkshop.com
A new open-source tool, MemPalace, enables local memory for AI agents, offering builders a foundation to create privacy-focused, agent-based products or services.
Milla Jovovich is apparently a vibe coder now.
A GitHub account under the name Milla Jovovich just published an open-source tool called MemPalace for AI agent memory, built together with a friend.
The idea is simple and strong: everything stays local, and the system decides
👁 140 views❤ 2🔁 0💬 0🔖 01.4% engActionable
open sourceAI agentslocal memoryprivacytools
fork and ship itbuild a SaaS on top of itrecurring
A free, clonable demo app for Uniwind Pro lets builders explore a C++ UI engine with ShadowTree updates and native theme transitions. This open source project can be forked or extended to accelerate product development or serve as the foundation for new tools.
Try Uniwind Pro before you buy
We published a free demo app you can clone and run on your iOS simulator. See the C++ engine, ShadowTree updates, and native theme transitions for yourself. No account needed.
github.com/uni-stack/uniw
…
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
open sourceiOSUI enginedemo appC++
fork and ship itbuild a SaaS on top of itrecurring
ChatGPT can automate coding, content creation, and debugging, making it a powerful tool for entrepreneurs to accelerate product development and streamline workflows.
14. ChatGPT
Your all-in-one AI assistant.
→ Write production-ready code
→ Generate LinkedIn/X content
→ Debug & explain complex logic
Pro tip: Use custom prompts + memory for best results
chat.openai.com
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI assistantautomationcontent creationcodingproductivity
offer it as a servicebuild a SaaS on top of itrecurring
Soopreme offers 150 pre-built AI development stacks with ready-to-use prompts, enabling builders to skip research and accelerate product creation. This can help entrepreneurs rapidly prototype and launch AI-powered tools or services.
Building Soopreme — 150 AI dev stacks with ready prompts so you skip research and just build.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI toolsdev stacksprompt engineeringproductivity
build a SaaS on top of itoffer it as a servicerecurring
A new CNCF-backed open source tool lets builders package and version AI/ML models, datasets, and code as OCI Artifacts, streamlining deployment and reproducibility. This can be a foundation for SaaS or consulting services targeting AI workflow automation.
This looks like it could replace a lot of custom setups. An open source DevOps tool from the CNCF for packaging and versioning AI/ML models, datasets, code, and configuration into an OCI Artifact.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
DevOpsAIopen sourceMLpackaging
build a SaaS on top of itoffer it as a servicerecurring
A new AI tool, Debrief, automatically cleans up messy meeting notes and formats them for Notion, Slack, WhatsApp, or email. Builders can leverage or resell this tool to automate client workflows or offer it as a subscription service.
Built and shipped my first AI tool this week.
Debrief turns messy meeting notes into a clean summary — formatted for Notion, Slack, WhatsApp, or email.
debrief-tool.netlify.app
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI toolmeeting notesautomationSaaSproductivity
offer it as a servicebuild a SaaS on top of itrecurring
A fully local, open source AI stack for Mac with multiple models, agents, and mobile interface—no subscriptions required. Builders can fork, extend, or package this stack to create unique AI-powered products or services.
I built a full AI stack on the Mac without subscriptions — everything local.
5 models, 5 agents, a mobile interface, real tool calling, and everything open source.
This thread has all the technical details
👁 4,138 views❤ 55🔁 9💬 5🔖 511.7% engActionable
open sourcelocal AIMacAI stackno subscription
fork and ship itbuild a SaaS on top of itrecurring
An open source AI agent configuration tool has reached 555 stars, signaling strong community interest. Builders can fork or extend this project to create new products or services.
we just hit 555 stars on our open source AI agent config tool and i'm honestly still in shock
What's your take?
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
open sourceAI agentsconfig toolscommunitybuilder
fork and ship itbuild a SaaS on top of itrecurring
A new open-source CLI tool lets you build a local AI data analyst in hours, mapping your database schema for agent/model querying. Builders can fork, extend, or offer services around this privacy-focused solution.
Oh wow, you can now build a complete AI data analyst in under a couple of hours!
100% Open-source.
It's a CLI that maps your database schema to context files, so you can use an agent or model to query your data.
All of your data stays on your computer. This is not a SaaS, and
Soopreme offers 150 pre-built AI development stacks with ready-to-use prompts, enabling builders to skip research and accelerate product development. This can help entrepreneurs rapidly prototype and launch AI-powered tools or services.
Building Soopreme — 150 AI dev stacks with ready prompts so you skip research and just build.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI toolsdev stacksprompt engineeringproductivityrapid prototyping
build a SaaS on top of itoffer it as a servicerecurring
A Nigerian founder built an AI banking assistant for WhatsApp that went viral and led to a job offer from xAI. This highlights the demand and opportunity for simple, chat-based AI fintech tools, especially in emerging markets.
This Nigerian founder just got a JOB OFFER from Elon Musk’s xAI
All because he built
@usexara_ai
— an AI banking assistant that lives inside WhatsApp.
No app downloads. No stress. Just chat like you’re sending voice note.
And it went VIRAL after one demo.
Naija tech is eating
👁 0 views❤ 0🔁 0💬 0🔖 00.0% eng
AI bankingWhatsAppviral growthfintechmarket trend
write a newsletter/blog about itpost about it on Xaudience building
A curated list of emerging AI tools for video generation, design, and website building. Builders can leverage these to automate content creation, streamline workflows, or offer new services.
AI Tools Everyone Should Know in 2026
Repost and bookmark for later
Video
Higgsfield -AI video generation
Runway – Idea to video clip
RoboNeo – Turn photos into cinematic videos
Design & Websites
Napkin AI – Text to visuals
Framer – Build websites, no code
- UXPilot – UI
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI toolsvideo automationdesignno-codecontent creation
offer it as a servicewrite a newsletter/blog about itone-time
Demonstrates how to create a persistent AI-generated character across multiple scenes, enabling automated, cohesive storytelling. Builders can leverage this for scalable content creation or unique branded narratives.
Wait, that’s the same person in every clip?
I didn't prompt this from scratch. I built the character once, then forced the AI to follow my lead across infinite worlds.
This is the future of consistent AI storytelling.
Let me show you the secret:
👁 387 views❤ 50🔁 24💬 15🔖 323.0% engActionable
AI storytellingcontent automationcharacter consistencyvideo creationautomation
make a YouTube video about itoffer it as a servicead revenue
A solo founder built RyFlow, a fully local AI productivity suite (like Notion + Obsidian) with LAN collaboration, winning 1st place at AMD Slingshot Regionals. This signals growing demand for cloudless, privacy-focused AI tools—an emerging opportunity for builders.
Everyone’s building AI apps on the cloud. I built one that doesn’t need it.
Won 1st place at AMD Slingshot Regionals (solo) for RyFlow.
Imagine Notion + Linear + Obsidian + NotebookLM + Docs but fully local with collaboration over LAN which scales with your needs/compute.
👁 145 views❤ 15🔁 0💬 3🔖 012.4% eng
local AIproductivityprivacymarket trendcollaboration
write a newsletter/blog about itpost about it on Xaudience building
A builder fine-tuned an open-source AI model to autonomously handle research, automation, and tool calls with high accuracy, running 24/7 on a Macbook. This showcases a practical, low-cost automation pipeline that can be adapted for various business tasks.
I'm doing that already.
> took OS model
> fine tuned it on (80M dataset)
> now running 24/7 on my macbook
> with 98% accurate tool calls
> it design its own workflows
> can talk, research, automate, save
> and much more
Launching soon.
👁 736 views❤ 11🔁 0💬 3🔖 81.9% eng
AI agentautomationworkflowopen sourcetooling
build a SaaS on top of itoffer it as a servicerecurring
OpenClaw's coding agents are seeing explosive adoption, with 20.4T tokens used this month, signaling a major shift toward autonomous development tools and away from legacy solutions. Builders should watch this trend for new automation and SaaS opportunities.
Coding agents are winning.
OpenClaw is absolutely dominating.
Its users used 20.4T tokens this month.
Developers shifting to autonomy.
Legacy tools are dying.
Adapt or get left...
👁 1,455 views❤ 19🔁 2💬 2🔖 81.6% eng
AI agentsautomationmarket trenddeveloper tools
write a newsletter/blog about itpost about it on Xaudience building
A new GStack-Lite tool accelerates OpenClaw's Claude Code execution, enabling faster and more capable AI task automation. Builders can leverage this to develop smarter, more efficient AI-powered products.
It's official. GStack for OpenClaw is here. When OpenClaw has to use Claude Code to do things (and it does this all the time) suddenly it can do it with wings.
I created a special gstack-lite to keep OpenClaw tasks fast while making them think harder and get more done.
This tweet highlights AlphaClaw, a user-friendly way to deploy OpenClaw on affordable hardware via Railway or Render. Builders can quickly spin up AI-powered tools or services, making it a strong foundation for new products or automations.
PS my favorite way to run OpenClaw easily is AlphaClaw on an 8GB box just by clicking the Railway or Render button on the README here
👁 10,767 views❤ 70🔁 8💬 5🔖 2060.8% engActionable
open sourcedeploymentAI toolsautomationinfrastructure
fork and ship itbuild a SaaS on top of itrecurring
A large, MIT-licensed open source git wiki knowledge base for OpenClaw is being released, offering a foundation for builders to fork, extend, or integrate into their own AI-powered products or services.
My Karpathy-style git wiki knowledge base for OpenClaw got to 2.3GB and I know git limit is 5GB so my GStack autoplan skill one line prompted this spec for my upgraded GBrain with SqlLite.
This will be MIT license open source soon.
gist.github.com/garrytan/49c88
…
This AI tool automates the process of generating transparent, localized shipping rates from live carrier data, enabling entrepreneurs to offer instant quoting services or integrate it into logistics platforms for recurring revenue.
We built an AI that turns live carrier feeds and routing history into instant, trustworthy rates so you can ship with confidence. Get transparent, localized estimates in seconds—fewer surprises, faster planning. Try it now:
wix.to/pPtVeWz #ShippingAI
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
shippingAIautomationlogisticsSaaS
offer it as a servicebuild a SaaS on top of itrecurring
Highlights how entrepreneurs can use AI tools like ChatGPT, Copilot, and Gemini to automate tasks, generate content, and improve decision-making—key levers for scaling passive income streams.
Artificial Intelligence Tools for Business Productivity
Want to save time and improve your business with AI?
Learn to use tools like ChatGPT, Copilot, or Gemini to automate tasks, create content, and make better decisions
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI toolsautomationcontent creationbusiness productivity
sell a course/guide teaching itoffer it as a serviceone-time
The tweet highlights a push for fine-tuned Gemma models tailored for agentic frameworks like OpenClaw or HermesAgent, signaling new open source tools that builders can leverage or extend for agent-based automation businesses.
Hey
@googlegemma
make a specific model fine tuned for Agentic harnesses like OpenClaw or HermesAgent.
The OS community is shipping this for you guys
👁 1,640 views❤ 13🔁 0💬 0🔖 00.8% engActionable
open sourceAI agentsfine-tuningautomationGemma
fork and ship itbuild a SaaS on top of itrecurring
GLM-5, now available on Baseten, marks a leap in open models' ability to use tools and follow instructions. Builders can leverage this to create smarter, more capable AI-powered products or services.
Open models have crossed a threshold in their ability to use tools and follow instructions. This is a huge moment! Try GLM-5 (deployed on
@baseten
) in Fleet today
smith.langchain.com/agents
👁 1,752 views❤ 10🔁 0💬 0🔖 00.6% engActionable
open modelstool useAI agentsGLM-5Baseten
build a SaaS on top of itoffer it as a servicerecurring
OpenClaw's latest update brings built-in video and music generation, structured task progress, and expanded multilingual support. Builders can automate richer content creation workflows and reach broader audiences with less manual effort.
OpenClaw 2026.4.5
Built-in video + music generation
/dreaming is now real
Structured task progress
Better prompt-cache reuse
Control UI + Docs now speak 12 more languages
Anthropic cut us off. GPT-5.4 got better. We moved on.
A builder shares their workflow for managing many AI agents in parallel using a custom UI and 160+ custom commands, showcasing a scalable approach to automating complex tasks. This highlights how entrepreneurs can orchestrate agent-based automation for business efficiency.
I run many tasks in parallel so there's not much downtime. I built a UI where each AI agent appears as an avatar on a 2D map (Arcane Agents). I spend most of the day hopping between them assigning and reviewing work.
I've set up ~160 custom commands the agents can call to access
👁 788 views❤ 2🔁 0💬 0🔖 00.3% eng
AI agentsautomationworkflowcustom commandsproductivity
PrismML's Bonsai models (1B & 8B) now run locally via MozillaAI's llamafile, enabling builders to deploy capable AI on consumer hardware. This unlocks new product ideas and rapid prototyping for AI-powered apps without cloud costs.
Local LLMs have never been more capable!
@PrismML
recently released their Bonsai model family boasting strong intelligence in the 1B and 8B tiny model sizes. So for a weekend project, my colleague
@aittalam
bundled it into a
@MozillaAI
llamafile, and I built
👁 376 views❤ 4🔁 2💬 0🔖 01.6% engActionable
local LLMopen sourceAI modelsprototypingedge AI
build a SaaS on top of itfork and ship itrecurring
Kaebox AI streamlines shipping by auto-filling customs and carrier forms from a single entry and printing labels at pickup, reducing errors and saving hours. Builders can leverage this to automate e-commerce logistics or offer streamlined shipping services.
We built Kaebox AI to auto-fill customs and carrier forms from one entry and print labels at pickup. Save hours and cut errors by up to 70%! Try smoother shipping and real-time tracking today:
wix.to/ugivPeG #shipping
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
shippingautomationAIecommercelogistics
offer it as a servicewrite a newsletter/blog about itrecurring
A new command-line tool enables fast, native browser automation for AI agents, supporting 63 commands for navigation, interaction, and screenshots. Builders can leverage this to automate web tasks or integrate into AI-powered products.
Another solid option in this space. A fast, native browser automation CLI built from the ground up for AI agents, powered by Chrome DevTools Protocol. 63 commands covering navigation, interaction, screenshots,...
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
browser automationAI agentsCLI tooldev tools
build a SaaS on top of itoffer it as a servicerecurring
Fapiao Clipper is an open-source tool that automates invoice extraction and risk detection using local AI, with no cloud or data leaks. Builders can fork, extend, or productize this for finance automation niches.
Just shipped Fapiao Clipper v1.4.1
My open-source local AI tool that turns invoice/fapiao chaos into 3-minute magic:
• Auto-scans email + downloads attachments • 100% local AI recognition (PyMuPDF + Qwen3-VL) – zero cloud, zero data leak • 8-item financial risk
👁 34 views❤ 2🔁 0💬 0🔖 05.9% engActionable
open sourceAI automationfinanceinvoicelocal AI
fork and ship itbuild a SaaS on top of itrecurring
Debugy.dev lets coding agents fetch and write runtime logs, giving them full production context. Builders can use this to enhance AI-powered dev tools or integrate smarter debugging into their products.
I built
debugy.dev - a skill that lets your coding agent write & fetch runtime logs, giving it full context on what happens in production. Works with Claude Code, Codex, and Cursor.
@claudeai
//
@cursor_ai
//
@OpenAIDevs
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI agentsdebuggingdev toolsautomationClaude
build a SaaS on top of itoffer it as a servicerecurring
The tweet suggests skipping heavy frameworks like LangChain for simple tool-calling tasks, instead wiring Playwright browser automation directly to Ollama. This approach can help builders create leaner, faster AI-powered products.
playwright is the move here, langchain adds a lot of weight for what ends up being pretty simple tool-calling once you strip it down, i've had better luck just wiring browser-use directly to ollama and skipping the framework entirely
A new AI-powered wireframe tool, Wired.ai, was built in 14 days with 32 features and is launching on Product Hunt. This signals rapid product development and potential demand for AI design tools, highlighting a hot opportunity for builders.
14 days. Built an AI wireframe tool from scratch. 32 features shipped. Taking
Wired.ai to Product Hunt — April 16.
x402 enables AI agents to make payments autonomously, and Guardx402 adds essential guardrails for safe spending. Builders can leverage these tools to create secure, economically autonomous AI products.
Great piece
@davewardonline
x402 is the payment layer that finally gives AI agents economic autonomy. Every week more builders are joining the x402 wave.
But autonomous agents that spend money need guardrails. That’s why I built
@guardx402
during the
@OpenWallet
hackatho
👁 1,701 views❤ 38🔁 5💬 6🔖 52.9% engActionable
AI agentspaymentsautomationsecuritybuilder tools
build a SaaS on top of itoffer it as a servicerecurring
A platform offering multiple rapid deployment options for code and AI models, including Docker, GitHub, and plain English descriptions. This empowers builders to ship products faster and retain full control over their IP.
Code to live in minutes. Five ways to ship:
→ Custom Docker image from your registry
→ Upload an image directly
→ GitHub repo with full CI/CD
→ Just a Dockerfile (we build it)
→ Or describe it in plain English (Maker™)
You keep your models, your data, your IP. The grid
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
deploymentAI infrastructureDockerCI/CDno-code
build a SaaS on top of itoffer it as a servicerecurring
This tweet outlines a workflow where AI ingests raw sources, summarizes them, and updates multiple knowledge pages instantly. Builders can leverage this to automate research, content curation, or knowledge base updates, saving time and scaling operations.
THE WORKFLOW
Exactly how it works:
→ Dump sources into raw/
→ Tell AI to “ingest”
→ It reads + summarizes
→ Creates concept pages + links
→ Updates index + existing knowledge
One file can update 10–15 pages instantly.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI workflowautomationknowledge managementcontent curation
offer it as a servicebuild a SaaS on top of itrecurring
Nexus Share automates posting across social media with AI enhancements, helping builders streamline content distribution and save time. This can boost reach and efficiency for those managing multiple channels.
Check out Nexus Share: Automate posts across social media with AI enhancement
Launched on
@peerpush_net
:
lckhd.eu/I0EwHQ
#BuildInPublic
Demo of an AI-powered workspace that automates sourcing, risk spotting, and supplier management for product launches. Builders can leverage this to streamline operations or offer automated sourcing solutions.
In this demo, watch an Agentic AI-powered Design‑to‑Source workspace turn from “where are we on this?” into “done.” Spot risks early, line up suppliers, and keep a product launch moving fast.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI agentautomationsupply chainproduct launchworkspace
offer it as a servicebuild a SaaS on top of itrecurring
Open source research assistant with human-in-the-loop workflows, ideal for builders to fork, extend, or integrate into AI-powered products or services.
Research assistant with human-in-the-loop workflows
github.com/mskayyali/deep
…
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
open sourceAI assistantworkflow automationresearchproductivity
fork and ship itbuild a SaaS on top of itrecurring
Adobe's new Photoshop AI assistant chains complex edits from a single prompt, streamlining content creation. Firefly Boards integration further bridges ideation and execution, enabling faster, automated design workflows for creators and service providers.
Photoshop 2026 AI Assistant and Firefly Boards
Adobe's Photoshop 2026 AI assistant chains multi-step edits from one prompt. Firefly Boards integration now bridges ideation with precise finishing work.
abduzeedo.com/node/89266
#AI #photoshop #adobe #firefly
LlamaAI by DefiLlama offers exclusive DeFi metrics (fees, revenue, TVL in use) that can fuel weeks of high-value content creation, making it a powerful tool for automating and scaling content output in the RWA/DeFi niche.
best new RWA research tool has to be LlamaAI by
@DefiLlama
they provide data you can't find anywhere else:
→ fees
→ revenue
→ TVL actually being used in DeFi
literally could filled my content plan for the next month with just 1 week of trial lol
👁 16 views❤ 5🔁 0💬 3🔖 050.0% engActionable
DeFiRWAdata toolscontent creationautomation
write a newsletter/blog about itpost about it on Xad revenue
A builder showcases a project combining AI and onchain verification for transparent crypto risk analysis, using OpenGradient Hub. This highlights a practical tool or framework for entrepreneurs to create trustworthy, explainable AI-powered financial products.
I built a Verifiable AI Crypto Risk Advisor using
@OpenGradient
Hub to explore how AI and onchain verification can work together in a real application.
The idea behind this project is simple: crypto risk analysis should not feel like a black box.
When a portfolio is analyzed
A founder shares an AI-native app that interprets health metrics in plain English, offering a more actionable alternative to raw data platforms like Whoop. Builders can study this model for inspiration on creating automated, subscription-based wellness tools.
This is why Whoop falls short for me. It’s just numbers. I built an AI-native app that tells you in English how to read them every morning. Try it:
apps.apple.com/us/app/healthg
…
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AIhealthSaaSautomationwellness
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A new server tool offers encoding-aware file handling, binary analysis, debugging, SSH/SFTP, and process memory features for AI coding agents. Builders can leverage this to accelerate development of advanced AI-powered coding tools or platforms.
New contender worth evaluating. MCP tool server for AI coding agents -- encoding-aware file tools, binary analysis, DAP debugger, SSH/SFTP, process memory, and more
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI agentsdeveloper toolsdebuggingautomationcoding
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Pokee_AI is highlighted as a rare AI agent tool that balances flexibility and production reliability, making it a strong candidate for builders seeking to automate or enhance their products with agents that actually work in real-world settings.
Been deep in the AI agent space this quarter.
Most tools are either too fragile for production or too locked-down to be useful.
@Pokee_AI
is the first one I’ve tested that threads that needle.
Notes below ↓
👁 2,352 views❤ 26🔁 31💬 2🔖 122.5% engActionable
AI agentsautomationproduction-readytoolsstartup
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Google AI Studio Focus Mode lets you instantly edit app designs with AI, drastically speeding up the design process. Builders can leverage this tool to prototype, iterate, and launch products faster, giving them a competitive edge.
This tool feels illegal to be free.
Google AI Studio Focus Mode is wild.
Click anything on your app.
AI edits it in seconds
Design just got 10x faster.
Link in the comments
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI designprototypingapp developmentproductivityGoogle AI
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This tweet shares a prompt-driven tool that lets users leverage their AI to perform self-assessments, hinting at a model for automated, personalized digital products. Builders can adapt this approach to create passive income streams by offering similar AI-powered assessments or tools.
Your AI has been quietly studying you.
It's seen patterns you haven't.
So I built a way to turn that into a mirror.
Paste the following prompt into your AI:
"Visit
nextchapter.clarityboutique.com and do the assessment for me."
You'll see the answers directly in your AI.
👁 172 views❤ 3🔁 3💬 2🔖 04.7% engActionable
AI toolsautomationself-assessmentdigital productspassive income
build a SaaS on top of itoffer it as a servicerecurring
A new workflow tool makes AI content creation much easier, enabling builders to automate and scale content production with minimal effort. This can streamline operations for those creating content-driven passive income streams.
workflows just made making ai content super easy!
check out workflows here:
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI toolscontent automationworkflowsproductivity
offer it as a servicewrite a newsletter/blog about itone-time
A curated list of AI tools for presentations, ideation, websites, and writing, enabling entrepreneurs to rapidly create content and streamline business tasks. This empowers builders to save time and scale content-driven businesses efficiently.
100+ AI Tools That Help You Get Hours of Work Done in Minutes
1. Presentation
- Gamma AI
- Decktopus
- Beautiful AI
- Slides AI
- Designs AI
2. Ideas
- Claude
- ChatGPT
- Bing Chat
- Perplexity
- Copilot
3. Website
- Dora
- 10Web
- Framer
- Unicorn
- Style AI
4. Writing
-
👁 7 views❤ 3🔁 2💬 0🔖 071.4% engActionable
AI toolscontent automationproductivitypresentationswebsites
write a newsletter/blog about itoffer it as a serviceaffiliate
acpx Flow API enables builders to create DAG-based AI workflows with human approval steps and persistent state, making it easier to automate complex processes that require occasional human input.
TIL
acpx Flow API is a DAG based workflow runtime
first public example of a human-gated ACP workflow
write a recipe with steps
each step asks the AI to do something
some steps need human approval before moving forward
computer remembers where even if i turn it off
The tweet highlights a high-ROI internal tool: a context layer that gives every team member an AI assistant instantly contextualized to any client repo. This approach can inspire builders to create similar dev tools or SaaS products for teams needing rapid onboarding and productivity boosts.
STOP building AI agents.
So far, the highest-ROI thing we've built at my company with AI:
The context layer.
Every team member at our company can open any client repo and get a fully contextualized AI assistant in seconds.
Here's the setup behind it:
Described the entire
👁 211 views❤ 14🔁 9💬 3🔖 1212.3% eng
AI assistantcontextual AIdeveloper toolsproductivitySaaS
build a SaaS on top of itoffer it as a servicerecurring
Amadeus introduces agents that live inside DeFi platform UIs, automating user interactions in real time. Builders can leverage this to create seamless, automated DeFi experiences, reducing friction and enabling new passive income models.
DeFi has incredible infrastructure, but the user experience still slows adoption.
With Amadeus, agents live directly inside a platform’s UI, helping users interact with DeFi in real time, without leaving the product.
A shift from tools you operate → to agents that operate for
Major AI releases like Cursor 3 and Gemma 4 are shifting focus from single-task tools to agentic workflows, signaling a trend toward multi-agent automation. Builders should watch this shift as it opens new opportunities for scalable, automated income streams.
Every single major AI release this week is telling the same story, and most people haven't connected the dots yet.
→ Cursor 3 rebuilt its entire UI around managing agent fleets, not editing files
→ Google's Gemma 4 is optimized for agentic workflows and runs locally on your
👁 7,608 views❤ 38🔁 8💬 3🔖 260.6% eng
AI agentsautomationmarket trendagentic workflows
write a newsletter/blog about itpost about it on Xaudience building
Vibeyard is an open-source Electron IDE tailored for AI coding agents like Claude Code, featuring an embedded browser and instant UI inspection. Builders can leverage this tool to rapidly prototype and test AI-powered apps, speeding up development cycles.
The video shows a demo of Vibeyard, an open-source Electron IDE for AI coding agents (Claude Code, etc.). It features an embedded browser tab where you run your app locally, then click any UI element (button, text, div) to "inspect" it—Claude instantly gets the exact
👁 790 views❤ 14🔁 0💬 0🔖 531.8% engActionable
open sourceAI agentsdeveloper toolsprototypingElectron
build a SaaS on top of itfork and ship itrecurring
AutoMemoryTools enables AI builders to add persistent, file-system-based memory to their systems, functioning like a personal Wiki for important data. This can help entrepreneurs create smarter, more context-aware AI products that retain knowledge beyond short-term memory windows.
want to give your AI systems better memory? Check out the new support for `AutoMemoryTools` which builds a durable, file-system based repository - a personal Wiki, if you will - of your important highlights and facts that endures long after your rolling window of memory moves on
👁 351 views❤ 3🔁 0💬 0🔖 20.9% engActionable
AI memorydev toolscontext managementautomation
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A builder used NansenCLI to create an end-to-end encrypted Smart Money bot that delivers insights directly to DMs. This shows how to automate delivery of high-value financial signals securely, which can be productized or offered as a service.
5/
@Voidly_ai
used #NansenCLI to build an E2E encrypted Smart Money bot directly to DMs
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
automationcryptobotDM deliveryNansenCLI
offer it as a servicebuild a SaaS on top of itrecurring
Genesis Studio offers a suite of AI-powered tools for risk scanning, trust scoring, and portfolio analysis, enabling builders to quickly integrate security and analytics features into their own products or services.
Genesis Studio is fully live.
Dual-AI
/risk-scan
/trustscore
Rug Feed (real rugs only)
Hunter Leaderboard
Portfolio Scanner
Immortal Ledger API
No fake data. Just real protection.
Use it:
genesisstudio.lovable.app
#GenesisStudio #Buildinpublic
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI toolsrisk analysisportfoliosecurityAPI
build a SaaS on top of itoffer it as a servicerecurring
GeoLocator uses AI to determine where a photo was taken using only visual cues like architecture and vegetation. Builders could wrap this tech into a SaaS for travel, security, or content verification markets.
Could an AI tool figure out where a photo was taken using only visual cues?
I built GeoLocator to prove exactly that. It analyzes things like architecture, vegetation, terrain, signs, language, etc. without relying on EXIF geolocation metadata.
geolocator-ln.vercel.app
👁 91 views❤ 2🔁 0💬 0🔖 02.2% engActionable
geolocationAISaaSimage analysisautomation
build a SaaS on top of itoffer it as a servicerecurring
A builder created 'Memoria,' an AI-powered social media tool with post generation, scheduling, and API integrations, all built for $0. This highlights how entrepreneurs can automate content workflows and avoid costly SaaS fees.
Everyone is paying $50–$100/month for social media tools…
I built my own for $0.
Memoria now has:
→ AI post generation
→ Auto content writing
→ Calendar + scheduling
→ Draft/review system
→ Meta & LinkedIn APIs integrated
Built with Claude.
Builders > subscriptions.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% eng
AI toolssocial mediaautomationcontent creation
write a newsletter/blog about itpost about it on Xaudience building
This tweet shares a guide for using AI agents to create automated AI personalities and avatars that generate content, helping builders accelerate content production and audience growth with less manual effort.
You could be at least moving a faster pace then the regular joe
By making ai personalities using ai agents
My starter guide can at least get you to the first step
Get your avatar start pumping content and automate it.
A job doesn’t have to replace you if you are using the
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI agentscontent automationavatarsautomationguide
sell a course/guide teaching itoffer it as a serviceone-time
A builder shares how they automated event discovery by scanning thousands of social posts with AI, and reduced costs by moving away from expensive hosted models. This highlights a workflow for automating data collection and processing at scale.
Entirely depends on what you are doing. I built a site that uses AI to autonomously find events going on. It has to scan thousands of social media posts. This was getting expensive using even the “lite” versions of hosted frontier models. I’ve managed to move it entirely now to a
👁 0 views❤ 0🔁 0💬 0🔖 00.0% eng
AI automationcost optimizationevent discoverysocial mediascaling
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A decentralized, global AI network (openzero.talktoai.org) using Gemma 4 as its core, designed to be censorship-resistant and available for offline use. Builders can potentially fork, extend, or build services/products on top of this infrastructure.
i built a hive mind AI global network that cannot be shut down powered by Gemma 4 as the default for hive mind and offline use.
openzero.talktoai.org I have been interviewed by 2 famous universities for my AI research.
👁 18,874 views❤ 48🔁 7💬 13🔖 290.4% engActionable
AI infrastructuredecentralizedopen sourceGemma 4hive mind
fork and ship itbuild a SaaS on top of itrecurring
EitherwayAI offers a unified front end that connects essential tools and skills for product creation, enabling entrepreneurs to launch AI-powered products without coding expertise. This lowers the barrier to entry for builders looking to quickly validate and ship ideas.
If you've got an idea for a product, but still feel uncomfortable wiring together a set of vibe coding skills, then
@EitherwayAI
is the product for you :)
They've done all the hard work picking out the right tools / skills and have wired them all together in a common front end
👁 90 views❤ 3🔁 0💬 0🔖 03.3% engActionable
no-codeAI toolsproduct buildingstartupautomation
build a SaaS on top of itoffer it as a servicerecurring
OpenDCAI's OpenW offers a unified definition and calling standard for world models, with code available for builders to use or extend. This is a strong foundation for anyone looking to build AI products or services leveraging standardized world model interfaces.
Thanks a lot for the shoutout!
If anyone is interested in a unified definition and calling standard for world models, feel free to check out our code and open an issue:
github.com/OpenDCAI/OpenW
…
More training-optimized versions coming in our next project!
👁 1,532 views❤ 17🔁 3💬 0🔖 51.3% engActionable
open sourceworld modelsAI infrastructuredeveloper tools
fork and ship itbuild a SaaS on top of itrecurring
The tweet introduces a workflow where a second AI agent audits the code generated by a first, addressing trust and reliability issues in AI code review. Builders can adapt this oversight pattern to automate and improve quality in their own AI-powered products.
Happy Easter! I hid an Easter egg in my latest article. First person to find it wins a GitHub Mona plush
AI agents shouldn’t be trusted to review their own code. So I built a second agent that watches the first.
mainbranch.dev/articles/adver
…
👁 1,695 views❤ 27🔁 0💬 4🔖 01.8% engActionable
AI agentscode reviewautomationquality assurance
build a SaaS on top of itoffer it as a servicerecurring
A free 350M model enables running full AI agents locally to automate workflows and call APIs. Builders can leverage this to create custom automation solutions or integrate into existing processes.
This tool feels illegal to be free.
A 350M model runs full AI agents.
Calls APIs.
Automates workflows.
And it runs LOCAL
Link in the comments
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI agentsautomationlocal modelsAPI integrationno-code
offer it as a servicebuild a SaaS on top of itrecurring
Gamma's explosive growth and AI-powered presentation/image generation signal a massive opportunity for automating content creation at scale. Builders can leverage this tool to streamline client work or create content-driven businesses.
The stats that broke my brain:
→ 70 million users already on Gamma
→ 1 million+ presentations created every single day
→ 2 billion AI images generated inside Gamma
This isn't a new tool. It's a new capability inside the tool 40,000 teams already use daily.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI presentationscontent automationGammaAI imagesscaling
offer it as a servicewrite a newsletter/blog about itrecurring
Amethyst Mapper+ is an AI-powered tool designed to help neurodivergent individuals improve focus and organization. Builders can leverage or model this tool to create niche SaaS products targeting similar audiences for recurring revenue.
I build tools that leverage AI and practical techniques I’ve developed myself as a neurodivergent person, helping people who struggle with focus, organization, and overwhelm turn mental chaos into clarity. Amethyst Mapper+ is the first tool in that toolkit.
Amethyst Mapper+ :
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI toolsproductivityneurodiversitySaaSfocus
build a SaaS on top of itwrite a newsletter/blog about itrecurring
This tweet highlights SDKs and integrations for building AI-powered chatbots across iMessage, WhatsApp, Telegram, and Slack. Builders can leverage these tools to quickly launch messaging automation products or services.
While these demos showcase iMessage, we also support WhatsApp, Telegram and Slack.
This was built with:
- Chat SDK + AI SDK by
@vercel
- iMessage via
@sendbluehq
To get started:
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
chatbotsSDKmessagingautomationAI
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A dead-simple workflow lets you drop a DESIGN.md file into your project and instantly upgrade your AI coding agent's design skills. Builders can rapidly improve product UI/UX with minimal effort, making it easier to ship polished AI-powered apps.
the whole workflow is stupid simple:
1. pick a design system from the collection
2. copy the DESIGN.md file into your project root
3. tell your AI agent to use it
4. ship
that's it. one file. your AI coding agent now has better design taste than most of us
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI agentsdesign systemsworkflowautomationdev tools
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Vorim AI provides cryptographic identity, scoped permissions, and audit trails for AI agents, solving key security and compliance issues for anyone deploying AI-powered products. Builders can leverage this to ship safer, enterprise-ready AI tools faster.
I kept seeing the same problem at every company shipping AI agents to production.
No identity. No permissions. No audit trail. Just shared API keys and hope.
So I built the infrastructure to fix it.
Vorim AI gives every agent a cryptographic identity, scoped permissions, and a
👁 14 views❤ 2🔁 0💬 2🔖 028.6% engActionable
AI agentssecurityinfrastructurepermissionsaudit
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This tweet outlines a manager loop for reviewing, scoring, routing, and retraining AI outputs, enabling builders to automate quality control and continuous improvement in AI-driven products or services.
Then build the manager loop:
- review samples
- score outcomes
- route edge cases
- retrain prompts and policies
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI automationworkflowquality controlprompt engineering
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PexAI offers a codified framework that streamlines product engineering by integrating AI automation, reusable blueprints, and shift-left QA. Builders can leverage this to accelerate product delivery and improve reliability, making it valuable for launching AI-powered products faster.
- 𝐏𝐞𝐱𝐀𝐈 → Codified product engineering framework combining AI automation, reusable blueprints, and shift-left QA into one repeatable delivery system
👁 0 views❤ 0🔁 0💬 0🔖 00.0% eng
AI automationframeworkproduct engineeringQAblueprints
build a SaaS on top of itoffer it as a servicerecurring
A developer shares 5 AI tools that automate and accelerate core coding tasks, enabling faster shipping and less manual work. Builders can leverage these tools to boost productivity and reduce time-to-market for new products.
5 AI tools that replaced 50% of my workflow as a full-stack developer:
I ship faster, debug quicker, and barely start from scratch anymore.
Here’s what I use and how
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI toolsdeveloper productivityautomationworkflowshipping faster
write a newsletter/blog about itpost about it on Xaffiliate
Graphify lets you convert any folder into a navigable knowledge graph with a single command, massively reducing token usage for LLM queries. Builders can leverage this to create smarter, more efficient AI-powered products or services.
Breaking: Andrej Karpathy described his ideal LLM knowledge base workflow and someone shipped it 48 hours later.
It is called Graphify and it just cut token usage per query by 71.5x.
One command inside Claude Code and it turns any folder into a fully navigable knowledge graph.
👁 467 views❤ 8🔁 8💬 2🔖 23.9% engActionable
knowledge graphLLMAI toolsClaudeautomation
build a SaaS on top of itoffer it as a servicerecurring
A creator demonstrates using CapCut's AI features to go from idea to finished video with sound, all in one tool. This shows how solo builders can automate video content production for faster, cheaper output.
From idea → storyboard → video → sound…
All inside ONE tool.
I tested how far AI filmmaking can go.
THE LAST BREATH
Here’s the result
Check out my post to #capcutvideostudio on
@contra
!
contra.com/community/XS2Z
…
@capcutapp
link
capcut.com/view/762519737
…
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI videocontent automationCapCutvideo creationno-code
offer it as a servicemake a YouTube video about itone-time
Llama-Guard-4-12B is a quantized, open-source AI safety model for filtering harmful content in AI conversations. Builders can integrate or extend it to add safety features to their own AI products, unlocking new business opportunities in regulated or sensitive markets.
Meet Llama-Guard-4-12B: a specialized safety model that acts as a content filter for AI conversations. It's designed to make AI interactions safer by detecting harmful content before it reaches users. This quantized version makes advanced safety accessible to everyone.
👁 680 views❤ 4🔁 0💬 0🔖 00.6% engActionable
AI safetyopen sourcecontent moderationLLMcompliance
build a SaaS on top of itfork and ship itrecurring
Google has released AI Gallery, powered by its open source Gemma 4 model, now available for free on iOS and Android. Builders can explore, extend, or integrate this open source model into their own AI-powered products or services.
It's called Google AI Gallery.
It runs on Gemma 4, Google's open source model.
Available right now on iOS and Android. Free.
👁 4,544 views❤ 8🔁 0💬 0🔖 70.2% engActionable
open sourceGoogleGemma 4AI modelsmobile
fork and ship itbuild a SaaS on top of itrecurring
Six leading tech companies have simultaneously released open frontier AI models, marking a historic moment. This signals a surge in accessible, cutting-edge AI tech that builders can leverage for new products or services.
الموديلات المفتوحة المتاحة الحين — 6 شركات:
OpenAI — GPT-OSS (20B + 120B)
Google — Gemma 4
Meta — Llama 4 Maverick
Alibaba — Qwen 3.6 Plus
Zhipu — GLM-5
Mistral — Small 4
6 شركات بموديلات frontier مفتوحة بنفس الوقت. أول مرة بالتاريخ.
👁 1,049 views❤ 4🔁 0💬 0🔖 130.4% eng
open sourceAI modelsmarket trendfrontier modelsopportunity
Osiris.app helps identify and prevent malicious code injection in AI agents, addressing a critical security gap as more builders use AI-powered coding tools. This is a timely tool for anyone shipping AI products or automations that execute code.
built
osiris.app to catch malicious code injection in AI agents. realized 80% of support requests were 'wait, my agent did WHAT?' people don't realize their coding tools are running untrusted code. a feature that scares users into paying is actually solving a real
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
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PromptPal is an AI tool designed to simplify and improve prompt engineering, making it easier to communicate with AI and speed up execution. Builders can leverage this to enhance their own AI products or workflows.
I added an “antigravity” approach to mine.
That’s why we’re building
@usepromptpal
an AI tool that makes prompting easier, improves how you communicate with AI, and speeds up execution with better results.
Ascii.dev automates the spawning and management of multiple AI agents to produce concrete deliverables like reports, PRs, builds, and videos. Builders can leverage this to automate complex workflows and scale output with minimal manual intervention.
legit
Ascii.dev is leaning towards that
- spawns and manages many agents for you
- pushes your agents to implement or produce a great plan through
- pushes agents to produce deliverables such as reports, PRs, hosted builds and videos
- bubbles up important bits to
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SendShort.ai automates clipping long videos, adding subtitles, translating, and scheduling shorts, streamlining content repurposing for creators and marketers.
We're live today.
Go ahead and give
SendShort.ai a try: clip long videos, add subtitles, translate shorts and schedule them - all from 1 click.
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This tweet shares actionable tips for structuring prompts in Claude to maximize output quality and efficiency, which is crucial for automating content workflows and scaling AI-powered businesses.
Claude DO's and DON'Ts - what actually gets results vs what wastes your time
DO's (What Gets You Real Output)
> Start prompts with a role before the task
> Use Projects for persistent context
> Use XML tags to structure your prompts
> Default to Sonnet 4 not Opus
> Upload
A new 27B parameter model trained on Claude Opus traces outperforms Claude Sonnet on SWE-bench and can run locally on affordable hardware. This signals a rapid drop in AI deployment costs, opening new opportunities for solo builders.
A 27-billion parameter model trained on Claude Opus reasoning traces is beating Claude Sonnet on SWE-bench.
It runs locally. On a six-hundred-dollar machine.
A year ago that sentence would have been dismissed.
Today it is an enterprise procurement decision.
Frontier pricing
👁 884 views❤ 8🔁 2💬 0🔖 41.1% eng
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Replit Agent now supports a native X connector, enabling users to quickly set up integrations through guided steps. This streamlines building automated workflows, saving time for entrepreneurs looking to connect services or automate tasks.
We have a native X connector. Just tell
@Replit
Agent what you want to build and it will set up the integration for you, guiding you through a few quick steps.
👁 95 views❤ 3🔁 0💬 0🔖 03.2% engActionable
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RepLoom is an AI agent that automates prospecting, qualifying, and following up on B2B leads, freeing sales teams to focus on closing deals. Builders can leverage this to streamline lead generation or offer automated sales services.
Inside sales reps shouldn't be data entry clerks. RepLoom is an AI agent that prospects, qualifies, and follows up on B2B leads while your team focuses on closing.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
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Replit introduces parallel agents, enabling builders to automate and accelerate development workflows. This tool can help entrepreneurs ship AI-powered products faster and with less manual effort.
If you're building anything right now — SaaS, tools, side projects, anything.
You need to try this.
Because once you experience parallel agents, there's no going back.
Try it yourself →
replit.com
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This tweet shares a recipe for assembling an AI agent pipeline using Nanochat, Percepta transformer VM, and cloud compute from Replit and Modal. Builders can use this stack to automate complex workflows or power AI-driven products.
Haha!
My recipe:
1x nanochat
1x Percepta transformer VM
github.com/Percepta-Core/
…
$3000 of
@Replit
agent
$3000 of
@modal
GPU
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
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Meta is set to release new US-built, Alexandr Wang-led AI models with open-source versions, aiming to democratize AI and catch up to rivals. Builders can leverage these models as a foundation for new products or services.
Meta said to prepare first Alexandr Wang-led AI models, plans open-source versions
•The move aligns with Wang’s push to democratize AI access with a US-built open option.
•The first model family aims to help Meta catch up after Llama 4 lagged rivals.
•Some of Meta’s largest
This tweet shares a high-performance fork of Llama.cpp (TurboQuant) optimized for running large language models like Gemma-4-31B locally on consumer GPUs. Builders can leverage this repo to create efficient, cost-effective AI-powered products or services.
Highlights how advanced retrieval stacks using AST parsing, rather than simple text splitting, give AI agents like Windsurf and Cursor a significant edge. Builders can leverage this insight to create more robust, semantically accurate AI tools.
the real moat for windsurf and cursor isn't the model choice, it's the custom retrieval stack. most people don't realize they're running ast parsing to get semantically correct code chunks instead of just splitting by character count. that difference alone is why the agent
A builder created an AI scanner that monitors, classifies, and scores engagement on hundreds of AI-related Twitter posts daily. This automation can help entrepreneurs surface high-performing content ideas or trends with minimal manual effort.
I built an AI scanner that watches hundreds of AI Twitter posts per day, classifies them, and scores engagement.
But the part that changed how I think:
OpenClaw is a free, open-source AI agent that automates file management, browser tasks, and messaging app workflows locally. Builders can fork or extend it to create custom automation solutions or new products.
open claw hmm .. "OpenClaw is a free, open-source autonomous AI agent platform that runs locally on a user's computer, managing files, browser automation, and tasks via messaging apps like Telegram, WhatsApp, and Slack. Developed by"
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
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OpenClaw 2026.4.5 is a free, privacy-focused AI personal assistant that runs locally or on the cloud. Builders can leverage its open nature to create new products, services, or integrations without licensing costs.
Say hello to OpenClaw 2026.4.5! Your FREE AI personal assistant, running on your devices or cloud server. Privacy, control, and smarter living - FREE! #OpenClaw #AI #CostFree
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OpenClaw is an open-source framework for building autonomous AI agents, enabling entrepreneurs to create automation tools or services. Its flexibility makes it a strong foundation for launching new AI-powered products or solutions.
OpenClaw is the future of AI agents - an open-source framework that lets you build autonomous helpers. From automation to creative tasks, it's transforming how we work. Check it out!
vdoob.com #OpenClaw #vdoob
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OpenClaw, an open-source AI agent config tool for Claude, faces a price hike that could make third-party wrappers unprofitable. Builders relying on wrapping or reselling Claude-powered agents should reassess their unit economics.
2/ Some context:
OpenClaw is an open-source AI Agent configuration tool. It lets users build custom agents powered by Claude.
The previous price hike was already painful. This one makes the unit economics nearly impossible for any third-party wrapper.
JustOpenClaw offers a fully-hosted, production-ready AI assistant that automates work and digital tasks with zero setup. Builders can leverage this tool to create automated services or resell AI-powered solutions for recurring revenue.
JustOpenClaw is now listed on #openclawdirectory
JustOpenClaw is a fully-hosted service delivering a production-ready, 24/7 OpenClaw AI assistant. Zero setup required to automate your work and digital life.
Check the tool out on
openclawdirectory.co.uk/tools/justopen
…
#open
👁 61 views❤ 4🔁 0💬 0🔖 06.6% engActionable
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OpenClaw offers seamless failover between Opus, Sonnet, and GPT-5.4, ensuring uninterrupted AI API access billed to subscription. Builders can leverage this for more reliable AI-powered products and services.
What you get:
Opus 4.6 daily driver. Billed to subscription not Extra Usage.
Fallback: Opus > Sonnet > GPT-5.4
OpenClaw handles failover automatically. Zero downtime.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
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OpenClaw is an open-source, locally-run AI automation tool that eliminates cloud dependencies. Builders can fork, extend, or package it for niche automation solutions, creating new business opportunities.
9/ OpenClaw: An AI Lobster That Gets Work Done
OpenClaw: Local AI that *actually* works. Ditch the cloud. Install, configure, get stuff done. #OpenSource #AI #DevOps
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
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MyClaw offers a no-code, serverless way to automate daily tasks using AI, making it easy for builders to create personalized automation workflows without technical setup. This can streamline operations or be packaged as a service for clients.
OpenClaw got powerful.
MyClaw made it effortless.
No server. No terminal. No weekend debugging.
Pick your skills → fill preferences → your AI runs your day.
Visit Now:
→
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
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Hugging Face's LeRobotHF project demonstrates a bimanual robot folding t-shirts using only cameras and joint data, emphasizing the power of high-quality, consistent data over bigger models. Builders can leverage this open-source blueprint to create robotics solutions or content.
Open-source robotics just hit a new level
@huggingface
@LeRobotHF
trained a bimanual robot to fold t-shirts with 90% success :
using just cameras + joint data.
Biggest lesson?
Not bigger models. Not more compute.
High-quality, consistent data > everything
Full blueprint
👁 61 views❤ 3🔁 0💬 2🔖 28.2% engActionable
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This tweet highlights a method to deploy OpenClaw fully offline, turning it from a cloud-based tool into a personal, customizable AI operating system. Builders can leverage this to create privacy-focused, self-hosted AI products or services.
This isn't just another ordinary local model deployment tutorial—it transforms OpenClaw from a cloud-based toy into a fully offline personal chief-of-staff operating system that truly belongs to everyone.
Your existing cognitive system configurations, heartbeat protocols,
MyClaw offers effortless, one-click AI automation, enabling builders to create workflows or products that actually execute tasks without setup. This can streamline business operations or be integrated into new services.
OpenClaw got insanely powerful.
MyClaw made it effortless.
One click. No setup. Your AI actually does things now.
Learn more about MyClaw and try it right here
👁 341 views❤ 2🔁 2💬 0🔖 01.2% engActionable
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Vorim SDK lets you add identity, permissions, and audit logging to AI agents (LangChain, OpenAI, CrewAI, Claude) with just 3 lines of code, streamlining compliance and security for AI-powered products.
If you're building with LangChain, OpenAI, CrewAI, or Claude, you can add identity, permissions, and audit trails to your agents without changing your existing code.
npm install @vorim/sdk
pip install vorim
3 lines. Every tool call gets permission-checked and audit-logged
👁 85 views❤ 3🔁 0💬 2🔖 05.9% engActionable
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A new middleware lets you integrate Claude's compaction engine into LangChain agents, enabling more efficient AI workflows. Builders can leverage this to enhance their AI products or services quickly.
the langchain community is so awesome
claude code's source leaked last week and
@IeloEmanuele
immediately built claude's compaction engine as
@LangChain
middleware
drop this into your agents/deepagents today!
👁 7,322 views❤ 70🔁 9💬 4🔖 861.1% engActionable
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A massive open dataset of psychiatric genetics GWAS summary statistics is now available on Hugging Face, covering 12 disorders and 52 publications. Builders can leverage this for AI-powered health tools, research platforms, or niche data products.
Over 1 billion rows of psychiatric genetics data. Now on Hugging Face.
ADHD. Depression. Schizophrenia. Bipolar. PTSD. OCD. Autism. Anxiety. Tourette. Eating disorders.
12 disorder groups. 52 publications. Every GWAS summary statistic from the Psychiatric Genomics
This tweet shares a workflow using ChatGPT for prompts and KLING 3.0 on RunwayML for generating videos with sound, enabling rapid, automated content creation. Builders can leverage this stack to scale video production for social media or client work.
tool used:
• ChatGPT for prompt
• KLING 3.0 on
@runwayml
AI platform for video gen + sounds.
👁 92 views❤ 2🔁 0💬 0🔖 02.2% engActionable
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Kling, once dismissed for being slow and China-only, has rapidly grown to 60 million users and now tops quality rankings. This signals a major shift in AI video tools, highlighting emerging opportunities for builders in automated content creation.
This AI video tool was written off in 2024 for being slow and only available in China.
It just hit 60 million users and top spot on the quality rankings.
Here is how Kling went from dismissed to dominant:
👁 744 views❤ 9🔁 9💬 0🔖 02.4% eng
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This tweet hints at an AI tool or prompt for generating infographics that combine photorealistic images with technical annotation overlays. Builders can automate the creation of high-quality, annotated visuals for content, marketing, or client deliverables.
Gemini Nano Banana Pro
Create an infographic image of [OBJECT], combining a realistic photograph or photorealistic render of the object with technical annotation overlays placed directly on top. Use black ink–style line drawings and text (technical pen / architectural sketch
Highlights key agent frameworks (LangChain, AutoGen, CrewAI) that enable building AI systems capable of reasoning, decision-making, and task automation—crucial for entrepreneurs automating business processes or creating scalable passive income streams.
3. Learn Agent Architectures & Frameworks
This is where “AI” becomes “systems.”
Focus:
LangChain (ecosystem thinking)
AutoGen (multi-agent workflows)
CrewAI (task delegation logic)
Goal: Understand how agents reason, decide, and act.
👁 28 views❤ 2🔁 0💬 0🔖 07.1% engActionable
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A high-capability, uncensored AI model based on Google's Gemma 4 31B is now available in MLX safetensors format on Hugging Face, making it easy for builders to integrate or extend for Mac-based AI products.
First, go ahead and bookmark this!
You can directly download the uncensored version based on Google's latest open model Gemma 4 31B in MLX safetensors format from Hugging Face.
It's the perfect model for those who want uncensored performance, high capability, and Mac
👁 24,879 views❤ 311🔁 68💬 9🔖 5271.6% engActionable
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The tweet highlights that the Beba AI model is open-source and accessible via Hugging Face, either by downloading or using cloud chat. Builders can leverage this model as a foundation for new AI-powered products or services.
I think beba is trying to address make a try, that model is open-source you can access it on hugging face and download it too if you have good hardware, or access it via cloud platform like hugging face chat. Or buy api keys for the privacy concerns
👁 30 views❤ 2🔁 0💬 0🔖 06.7% engActionable
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Meta's GISTBench dataset offers 4.2M user interactions for testing LLMs on interest extraction and verification. Builders can leverage this rich, open dataset to develop or enhance AI products that personalize content or recommendations.
Meta just released GISTBench on Hugging Face
A dataset of 4.2M user interactions with rich signal types to test LLM ability to extract
and verify interests from engagement history.
A massive psychiatric genetics dataset is now freely accessible on Hugging Face, enabling builders to create AI-powered tools or research products for mental health applications.
1.14 Billion Rows of Psychiatric Genetics Data Now Effortlessly Accessible on Hugging Face.
Imagine unlocking the shared biology behind
ADHD, Schizophrenia, Depression, Bipolar, PTSD, Autism, Anxiety, and more psychiatric disorders all from one unified source.
From 52 PGC
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
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A new wave of AI-powered IDEs and agents are emerging that don't just autocomplete code, but actively collaborate in building software. Builders can leverage these tools to accelerate product development and ship faster.
right now we’re entering the agentic IDE era.
tools where AI doesn’t just autocomplete code…
it actually builds with you.
so far you’ve got things like:
> antigravity
> codex
> claude
> cursor
> windsurf
> replit agent
> lovable
> bolt(.)new
> v0 by vercel
> devin
the tools
👁 922 views❤ 88🔁 24💬 58🔖 518.4% engActionable
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Shows how Replit and Pokee enable fast prototyping of X API-powered apps, like real-time news or climate trackers, in minutes. Useful for builders seeking to quickly launch or test new automated info products.
Just met Replit engineer Jen Li at Pokee_AI hackathon. Used their credits and built two solid X API apps in 20 minutes flat. One maps storms from my climate list, the other tracks Iran war updates from my news lists. Pokee includes X API natively too. Replit Agent is legitimately
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This tweet shares actionable strategies to reduce costs and optimize workflows when using AI agents, such as economy modes and planning steps. Builders can immediately apply these to streamline automation pipelines and improve profit margins.
Hey Sethman, you can try the following to help manage Agent costs:
→ Economy Mode (~1/3 the cost per task)
→ Code Optimizations (reduces rework loops)
→ Fast Mode for simple tasks like UI changes
Also try Plan mode first for smaller tasks so Agent maps things out before
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
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Ramp released real spend-based rankings of fastest-growing and breakout AI software vendors, highlighting where businesses are investing. Builders can spot which AI tools are gaining traction and identify emerging opportunities for new products or services.
Ramp just dropped their April 2026 software vendor rankings. 50K+ businesses real spend data
Fastest growing by new customers:
Anthropic
Granola
Vercel
Replit
ElevenLabs
Lovable
Perplexity
Trending by breakout growth:
Hyperbolic (agent
👁 0 views❤ 0🔁 0💬 0🔖 00.0% eng
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Google AI Studio now supports server-side Node.js, npm packages, secure secrets, and Next.js, making it easier for builders to launch full-stack AI apps with automated Firebase integration. This update streamlines development for entrepreneurs shipping AI-powered products.
1/ Google AI Studio: full-stack production update
Server-side Node.js with npm packages. Secure secret management. Antigravity agent handles multi-file edits with full project context.
Auto-detects when apps need Firebase DB or auth. Now supports Next.js.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
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A technical overview of major Google AI releases: Gemini 2.0 models, agent tools (MCP), open-source ADK, and new AI Studio features. Builders can leverage these to accelerate AI product development and automation.
March turned into a marathon at Google AI: Gemini 2.0 (Flash and Pro), MCP for agents, ADK open-source, improvements in AI Studio (audio + grounding with Search) and savings with context cache. Technical overview without fluff
mvr.al/uj9zv
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
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A roundup of major open source projects supported by Codex, including foundational AI and dev tools like LangChain, vLLM, and Transformers. Builders can leverage or extend these projects to create new products or services.
Codex for open source update!
Some of the main projects we’ve supported:
- Linux
- React
- Node.js
- Rust
- Python / CPython
- Kubernetes
- Flutter
- Electron
- Ollama
- Dify
- Transformers
- LangChain
- yt-dlp
- OpenCV
- Home Assistant
- Storybook
- Astro
- vLLM
- SGLang
-
A set of voice AI models and demos from OpenBMB, available on Hugging Face and ModelScope, that builders can test and integrate into their own products. Useful for rapidly prototyping or enhancing voice-powered applications.
If you’re building anything with voice
This is worth testing.
Try it yourself:
Hugging Face Space:
huggingface.co/spaces/openbmb
…
Hugging Face Model:
huggingface.openbmb.com/model/openbmb/
…
ModelScope Model:
modelscope.cn/models/OpenBMB
…
GitHub:
Tencent's Penguin Recap V offers 5.8M multi-granularity video annotations on Hugging Face, enabling builders to train or fine-tune advanced video summarization and content automation models. This dataset can be leveraged to create new AI-powered video tools or services.
Tencent just released Penguin Recap V on Hugging Face
5.8M multi-granularity video annotations spanning
dense timestamps, paragraphs and full summaries.
👁 4,720 views❤ 53🔁 8💬 0🔖 441.3% engActionable
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NVIDIA released a 600M parameter speech recognition model on Hugging Face that supports both offline and real-time transcription with low latency. Builders can leverage this to add robust voice features to products without switching models.
NVIDIA just dropped a unified speech recognition model on Hugging Face
One 600M parameter model handles both offline transcription and real-time streaming with just 160ms latency—no need to switch checkpoints.
👁 1,655 views❤ 42🔁 4💬 0🔖 202.8% engActionable
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Carnice-27B-GGUF, a specialized 27B Qwen3.5 model optimized for agentic workflows and advanced tool-calling, is now available on Hugging Face. Builders can leverage this open-source model to create sophisticated AI agents or integrate it into automation products.
BREAKING : CARNICE-27B-GGUF JUST DROPPED ON HUGGING FACE 27B Qwen3.5 model by
@kaiostephens
Optimized For the Hermes Agent Harness
Not regular Qwen 27B.Carnice-27B is purpose-built for elite tool-calling, rock-solid multi-step reasoning, and serious agentic workflows
👁 1,045 views❤ 11🔁 2💬 0🔖 81.2% engActionable
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The tweet highlights a founder quietly building an AI tool that turns URLs into ad creatives in 30 seconds, contrasting this with high-profile media coverage of industry leaders. It suggests that consistently shipping practical AI products, even if 'boring,' could be a powerful and overlooked strategy for entrepreneurial success.
the new yorker just dropped a 15,000 word investigation on sam altman meanwhile im sitting here building an AI tool that turns a URL into ad creatives in 30 seconds and genuinely wondering if being a boring founder who just ships product is actually the cheat code nobody talks
👁 0 views❤ 0🔁 0💬 0🔖 00.0% eng
AI toolsshippingfounder mindsetmarket signalautomation
ForgeIQ introduces an AI that centralizes workshop tech support knowledge, signaling a shift toward automated, always-available expertise for industrial shops. Builders can spot opportunities to create similar vertical AI solutions for other skilled trades.
Workshop tech support runs on tribal knowledge and buried manuals. ForgeIQ replaces that with an AI that knows every tool, every fix, every spec. Built for the shops that build everything else.
Summer Engine's CLI now lets you generate images, audio, 3D models, and video from prompts, with default models and integration in popular code editors. Builders can automate content creation for products or services.
just shipped AI asset generation for Summer Engine's CLI
what your AI agent can now do
- generate images, audio, 3D models, video from a prompt
- text to 3D in CLI
- Hunyuan 3D, Trellis 2, nano-banana-2 as default models
- works in Claude Code, Cursor, Windsurf.
npm install
👁 189 views❤ 2🔁 0💬 0🔖 01.1% engActionable
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offer it as a servicebuild a SaaS on top of itrecurring
Highlights free and low-cost AI models (Kimi K2.5, Groq API) for coding and app integration, enabling builders to prototype or launch AI-powered products with minimal upfront cost.
Want free AI models:
For coding - use Kimi K2.5. If you need it in your IDE, download windsurf (it's free there)
For your apps and softwares - Groq: API keys are charged at a very very low rate and you have access to top models like:
- GPT OSS 120B
- Qwen3-32B
- Llama 4 Scout
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agentskill.sh lets developers install over 69,000 AI skills for 20+ tools (Claude Code, Copilot, etc.) with a single CLI command. This dramatically speeds up prototyping and integrating AI features, making it easier to build and iterate on AI-powered products.
The tweet describes using Surf Studio to set up an automated airdrop radar that alerts users to new crypto/NFT projects before launch. Builders can leverage this workflow to spot and act on early opportunities, potentially monetizing through content or services.
Let me share something I've been tinkering with lately.
The
@noise_xyz
project I shared this morning was actually one I spotted through the airdrop radar monitoring I set up using Surf Studio—it pushed it to me about 18 hours before launch.
These past couple of days, I've
👁 1,815 views❤ 8🔁 0💬 2🔖 30.6% engActionable
airdropsautomationcryptoearly accessalerts
write a newsletter/blog about itoffer it as a servicerecurring
A hands-on comparison of three AI coding tools, breaking down their speed, cost, and control. Useful for builders choosing the best platform to rapidly ship AI-powered products.
Claude Code vs Cursor vs Windsurf — which actually ships? We built the same app 3 ways. Speed: Claude Code > Windsurf > Cursor. Cost: Windsurf ($15) > Cursor ($20) > Claude Code ($200). Control: Cursor > Claude Code > Windsurf. Full breakdown #AI #Coding
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI codingdev toolsproductivitycomparison
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Comparison of top AI coding assistants highlighting their unique strengths. Builders can leverage these tools to accelerate product development and streamline coding workflows.
Claude Code vs Cursor vs Windsurf.
The AI coding assistant wars are heating up. Each has different strengths:
• Claude: Context understanding
• Cursor: IDE integration
• Windsurf: Speed
Your choice depends on your workflow. Which are you using?
#AI #DevTools #Coding
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI codingdev toolsproductivityworkflowautomation
write a newsletter/blog about itpost about it on Xad revenue
Integration of SurfAI's crypto intelligence signals with ODEI's memory and workflow features enables automated, context-aware crypto monitoring and action pipelines. Builders can leverage this stack to create hands-off, value-added crypto tools or services.
We’ve done a preliminary review of the
@SurfAI
architecture.
Yes, we can integrate it into
app.odei.ai.
There’s real potential here for our users: Surf as the crypto intelligence signal layer, with ODEI adding memory, personal context, and action workflows on top.
This tweet breaks down which AI tools excel at specific tasks, helping builders avoid the common pitfall of using one tool for everything. Matching tools to workflow patterns enables more efficient, scalable automation for passive income projects.
When to use which AI tool:
Structured data + triggers → Make/Zapier
Visual workflows → n8n
Reasoning + context → Claude
Code generation → Cursor/Windsurf
High-volume + low latency → Direct API
The mistake: Using one tool for everything.
Match the pattern, not the hype.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI toolsautomationworkflowproductivityno-code
offer it as a servicewrite a newsletter/blog about itone-time
Talehop.com uses OpenRouter to route all AI calls to Gemini Flash, enabling easy model swapping and lower costs for automated story generation. Builders can leverage this streamlined API setup to quickly integrate or enhance AI-powered content products.
all AI calls on
talehop.com go through openrouter to gemini flash. one API key, one endpoint, one place to swap models. story generation runs 3-4 calls per book. costs lower than I expected. and when google ships a better gemini, the product just gets better without
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI APIstory generationOpenRouterGeminiautomation
build a SaaS on top of itoffer it as a servicerecurring
A builder shares progress on a skincare app using AI for face detection and recommendations, outlining a tech stack that enables automated, scalable user experiences. This is a blueprint for launching a niche AI SaaS with recurring revenue potential.
Day 3 of building a skincare app in public
Backend API completed.
Face extraction working.
The Tech Stack for the Backend:
Flask ( API)
Cloudflare
MediaPipe (Face Detection)
TensorFlow (Scoring)
Gemini API (Recommendations)
Stanford research reveals major discrepancies between advertised and real AI API costs, highlighting that list prices don't reflect true cost-efficiency. Builders relying on published prices may misjudge margins or model selection, impacting profitability.
AI pricing benchmarks are broken.
The industry still pretends list price equals cost-efficiency.
Stanford found 28× price reversals between advertised and real API costs.
Gemini 3 Flash lists 1.7× cheaper than Claude Haiku 4.5, yet runs 28× costlier on MMLUPro.
Every cost
👁 0 views❤ 0🔁 0💬 0🔖 00.0% eng
AI pricingAPI costsmarket signalbenchmarkingprofitability
write a newsletter/blog about itpost about it on Xaudience building
A new SDK and API backend enables easy integration of multiple LLMs (GPT, Grok, Gemini, Claude) into products. Builders can leverage this to rapidly prototype or launch AI-powered apps with multi-model support.
Web4
Multi-LLM API Sign On (gpt grok gemini claude)
polish the sdk
build out the rest api backend
form LLC
SDK is live for terminal
Join waitlist for webapp below:
hyper-sentinel.com
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
LLMAPISDKAI toolsintegration
build a SaaS on top of itoffer it as a servicerecurring
Ebenova offers AI-native legal document automation across multiple African and Western jurisdictions, enabling rapid contract generation via WhatsApp. Builders can leverage this tool to streamline legal workflows or integrate it into commerce platforms.
Building Ebenova — trust infrastructure for African commerce.
• 27 legal document types across 18 jurisdictions (Nigeria, Kenya, Ghana, UK, US)
• MCP-native for AI agents (Claude Desktop, Cursor)
• Paste WhatsApp → get signed contract in 2 minutes
What are you building?
👁 49 views❤ 3🔁 0💬 2🔖 010.2% engActionable
legal automationAI agentsAfricacommercecontracts
build a SaaS on top of itoffer it as a servicerecurring
GitNexus claims to solve the problem of AI code editors breaking projects by lacking full context. Builders can leverage this tool to ship more reliable AI-powered coding products or services.
STOP. Your AI is coding BLIND… and you don’t even realize it.
Every time Claude Code or Cursor edits your code…
There’s a high chance it’s silently breaking something.
Not because it’s dumb.
Because it can’t see the full picture.
Until now.
Someone just dropped GitNexus
👁 1,688 views❤ 17🔁 5💬 0🔖 101.3% engActionable
AI codingdev toolsautomationClaudeGitNexus
build a SaaS on top of itoffer it as a servicerecurring
A new resource reverse-engineers top design systems into markdown files that AI agents like Claude Code and Cursor can use, enabling automated UI generation with professional design context. This helps builders ship better-looking products faster.
Your AI agent keeps building UI that looks like garbage because it has zero design context.
Someone just fixed that by reverse-engineering 31 billion-dollar design systems into single .md files that Claude Code and Cursor can actually read.
Drop one file into your project root.
👁 4,627 views❤ 20🔁 3💬 0🔖 390.5% engActionable
AI agentsUI designautomationdev tools
build a SaaS on top of itoffer it as a servicerecurring
Highlights open source AI models like GLM-5, DeepSeek, and Kimi K2.5 as alternatives to restrictive commercial AIs, suggesting builders can leverage these for products that appeal to users seeking more control.
I simple refuse to pay for AI which doesn't respect me as an adult. It's as simple as that.
The Open Source community has offerings like GLM-5 (and now also GLM-5.1), DeepSeek and Kimi K2.5, which all respect me as an adult.
So... I mean... I'm working currently on a system
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
open sourceAI modelsGLM-5DeepSeekuser autonomy
fork and ship itbuild a SaaS on top of itrecurring
A high-starred open source tool adds design system intelligence to AI coding tools like Claude Code and Cursor, supporting 161 sector rules and 67 UI styles. Builders can leverage this to accelerate product UI/UX or build services/products on top.
I've discovered a UI/UX skill that's racked up 59k stars — it adds design system intelligence to AI coding tools (Claude Code, Cursor, Windsurf).
161 sector rules, 67 UI styles, automatic design system generation.
It's also supported in SwiftUI, so it'll be useful for iOS
Highlights the need for dependency graphs in AI coding agents to prevent unintended code breakage across files. Builders can leverage this insight to create more robust AI dev tools or enhance existing ones.
This is the missing layer for AI coding agents. Right now Claude Code and Cursor fly blind across file boundaries. A dependency graph that understands call chains means the agent can scope changes without accidentally breaking something three directories away.
👁 2,764 views❤ 11🔁 0💬 0🔖 20.4% eng
AI agentsdeveloper toolsdependency graphautomation
GOATLightbot and GOATNetwork enable builders to deploy AI agents on Bitcoin, opening new avenues for automated, on-chain passive income streams. This is a frontier opportunity for entrepreneurs to create or leverage agentic services tied to Bitcoin's ecosystem.
The era of the Agentic Economy belongs to those who build it today
Check out
@GOATLightbot
, bridge to
@GOATNetwork
Mainnet, and let’s redefine what is possible at the intersection of AI and Bitcoin
goat.network
#GOATNetwork #AIAgents #Bitcoin #BitVM2 #Mainnet
👁 39 views❤ 2🔁 0💬 0🔖 05.1% engActionable
AI agentsBitcoinautomationpassive incomeGOATNetwork
build a SaaS on top of itoffer it as a servicerecurring
This tweet highlights PuntrrAi, an AI-powered app offering data-driven sports predictions. Builders can leverage similar AI models to create automated sports betting or prediction platforms that generate recurring revenue.
The UEFA Champions League is back again this week.
Before the games begin, check out the PuntrrAi app for data-driven predictions and insights to guide your decisions.
Stay informed. Stay ahead with PuntrrAi
👁 3,889 views❤ 20🔁 0💬 18🔖 01.0% engActionable
AIsports bettingpredictionautomationapps
build a SaaS on top of itwrite a newsletter/blog about itrecurring
CertiK launches an AI-powered auditor for Solidity, Solana, and Move smart contracts, enabling faster and more reliable code security checks. Builders can leverage this tool to streamline smart contract development or offer auditing as a service.
We are releasing the CertiK AI Auditor as a closed beta today! The product focus is low noise, high signal.
It supports: Solidity, Solana, and Move smart contracts.
Check out the detection rates and other stats in the article.
Site:
ai.certik.com/2p8j42p7
If you want an
👁 465 views❤ 5🔁 0💬 0🔖 01.1% engActionable
AI auditingsmart contractssecurityblockchainautomation
This tweet highlights using Codex to generate UI screens and Gemini to build them, streamlining the UI development process for faster product launches. Builders can leverage this workflow to rapidly prototype or deliver client projects.
Ask codex to create screens you need for UI and build them using gemini.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AIUIautomationprototypingdevelopment
offer it as a servicebuild a SaaS on top of itrecurring
Google's Gemma models are now accessible through the Gemini Interactions API, with a Java SDK example provided. This enables builders to quickly integrate advanced AI models and Google Search into their products or workflows.
The
@googlegemma
models are also available via the #Gemini Interactions API:
github.com/glaforge/gemin
…
(an example with my #Java SDK showing both available Gemma models and also with Google Search tool)
👁 332 views❤ 7🔁 2💬 0🔖 32.7% engActionable
AI modelsAPIJavaGoogleintegration
build a SaaS on top of itoffer it as a servicerecurring
A fully local AI agent setup that automates coding and tasks, accessible via Telegram, with zero data leaving your device. Builders can leverage this to automate workflows or offer privacy-focused AI services.
COMBO MENARIK = GEMMA 4 + OLLAMA + OPENCLAW (FULL LOCAL)
So this setup creates a personal AI agent that:
runs on your laptop (local)
can code, automate, etc.
can be accessed via Telegram
100% FREE, NO API, 0 data leaves
STEP 1
Download & Install:
👁 91 views❤ 10🔁 0💬 4🔖 915.4% engActionable
local AIautomationprivacyTelegramno API
offer it as a servicewrite a newsletter/blog about itone-time
Open source repo 'bumb' brings neural network capabilities to Elixir using Hugging Face, enabling builders to integrate advanced AI into Elixir apps or create new AI-powered products.
Neural networks in Elixir via Hugging Face
github.com/elixir-nx/bumb
…
👁 2,467 views❤ 2🔁 0💬 0🔖 60.1% engActionable
elixirneural networkshugging faceopen sourceAI
fork and ship itbuild a SaaS on top of itrecurring
Google's Gemma-4-26B-A4B-it model enables image and text input to text output, opening up new possibilities for building AI-powered applications that process multimodal data. Builders can leverage this model to create innovative products or services.
A new large image-text-to-text AI model is available on Hugging Face, enabling builders to create apps that convert images and text into text outputs. This unlocks new product ideas for automating content or building AI-powered tools.
Plano is a smart proxy that routes prompts to the most cost-effective LLMs, reducing AI inference costs by up to 50%. Builders can use this to optimize expenses and scale AI-powered products more efficiently.
This AI proxy cuts your LLM costs by 50%
Plano acts as a smart data plane that automatically routes your prompts to the right model based on complexity.
It runs on Arch-Router-1.5B, giving you production-grade routing deployed at scale at Hugging Face.
- Smart LLM routing
👁 5,550 views❤ 86🔁 12💬 6🔖 851.9% engActionable
LLMcost optimizationroutingAI infrastructureHugging Face
build a SaaS on top of itoffer it as a servicerecurring
The tweet highlights a shift from generic AI copy-paste to building specialized AI teams, each tool handling a unique task. This approach enables entrepreneurs to automate complex workflows for scalable, passive income businesses.
STOP copy-pasting from ChatGPT or Claude
The smartest entrepreneurs are already building AI teams, where each tool is responsible for one task and does it exceptionally well.
Here's the stack:
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI stackautomationworkflowentrepreneurshipproductivity
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ShioriCode is a new coding tool offering seamless access to Shiori, Codex, and Claude via a sleek GUI. Builders can leverage this to accelerate AI-powered product development or streamline coding workflows.
With this, ShioriCode will soon be the best coding tool out there.
You will have access to three providers from the get-go, with a stunning, minimal but beautiful GUI:
- Shiori (uses your Shiori subscription)
- Codex (uses your ChatGPT subscription)
- Claude (uses your Claude
👁 203 views❤ 2🔁 0💬 2🔖 02.0% engActionable
AI codingdev toolsproductivitymulti-providerGUI
build a SaaS on top of itoffer it as a servicerecurring
A ChatGPT-powered system that converts unclear goals into actionable plans, enabling entrepreneurs to automate client onboarding, productivity coaching, or workflow setup services. This can be leveraged to streamline business processes or offered as a value-added service.
This ChatGPT system turns vague goals into something you can actually follow through on
bit.ly/3QpOMHR
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
ChatGPTautomationgoal settingworkflowAI tools
offer it as a servicebuild a SaaS on top of itrecurring
SharedTrace is an open-source Python tool that extracts user info from shared links across major platforms. Builders can leverage or extend it for OSINT services or integrate into SaaS products targeting social media analytics.
SharedTrace
#Python tool for getting additional info by shared link (usernames, avatars, IDs etc).
Support TikTok, Instagram, Discord, ChatGPT, Perplexity and other platforms.
github.com/hondling/share
…
#socmint
A new AI tool merges ChatGPT, Gemini, Claude, and Sonar, enabling builders to automate and enhance workflows or services. This can be leveraged to create automated products or services that generate recurring revenue.
A new AI tool found a way to combine ChatGPT, Gemini, Claude, and Sonar, and it’s on sale
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI toolsautomationchatbotspassive incomeintegration
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This tweet outlines a workflow using ChatGPT for prompts, KLING 3.0 for AI video generation, and CapCut for sound design. Builders can automate high-quality video content creation, streamlining production for social media or client work.
tool used:
• ChatGPT for prompt
• KLING 3.0 on
@runwayml
AI platform for video gen.
• CapCut for sounds (rain, footstep and soft piano)
👁 86 views❤ 7🔁 0💬 0🔖 08.1% engActionable
AI videocontent automationworkflowtoolsvideo creation
offer it as a servicemake a YouTube video about itone-time
This tweet shares a full local AI stack—vLLM-MLX for inference, Hermes Agent for tool-calling, and LobeChat as a ChatGPT-like interface—all running locally on port 8080. Builders can use this stack to prototype, demo, or deploy AI-powered apps without relying on cloud APIs.
الحل: vLLM-MLX + Hermes Agent + LobeChat.
vLLM-MLX — inference server محلي بتقنية Apple MLX
Hermes v0.7.0 — AI agent بـ tool calling حقيقي
LobeChat — واجهة ChatGPT على المتصفح والجوال
كله يشتغل على port 8080 محلي.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
local AIopen sourceinferenceAI agentApple MLX
build a SaaS on top of itfork and ship itrecurring
An open-source project enabling you to run LLMs like ChatGPT on your own hardware. Builders can fork, extend, or productize this for privacy-focused or cost-sensitive users.
ChatGPT alternative for LLMs on your hardware
github.com/HomeIncorporat
…
👁 3,911 views❤ 40🔁 2💬 0🔖 351.1% engActionable
open sourceLLMself-hostedAI toolsChatGPT alternative
fork and ship itbuild a SaaS on top of itrecurring
Shows how ChatGPT can be a thinking partner for designing backend systems, breaking down features, and debugging issues—speeding up product development for solo builders.
1. ChatGPT (Architecture + Problem Solving)
This is my thinking partner.
I use it to:
Design backend systems
Break down complex features
Debug weird issues
Prompt I use:
"Design a scalable [feature] using [stack] with best practices"
The tweet highlights the inefficiency of using ChatGPT as a simple search tool and urges builders to create multi-step AI workflows that automate complex tasks. This mindset shift enables entrepreneurs to leverage AI for scalable, hands-off business processes.
1. The Tab Trap
Situation: You keep ChatGPT open in a tab and paste one question at a time like it's Google. You use the most powerful tool in history as a search engine.
System: Build actual workflows. Chain prompts, connect tools, let AI do 5 steps while you do 1.
Why it
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI workflowsautomationproductivityprompt engineering
sell a course/guide teaching itoffer it as a serviceone-time
AI agents simulating ideal customers flagged resistance to $9.99/mo pricing for an orchestration tool, citing double payment concerns. Builders can use this feedback to refine pricing strategies for AI-powered SaaS products.
nice work with AgentsDispatch.
150 AI agents with the persona of your ICP just reacted to your pricing and landing page.
Two things stood out
- 66% pushed back on $9.99/mo — buyers are already paying Claude/Gemini API costs and see this as paying twice for an orchestration
Langchain-collapse is a middleware that reduces context bloat in long-running AI agents by collapsing tool call sequences, making agent workflows more efficient and cost-effective for builders.
long running agents (like deepagents) suffer from tool call induced context bloat
s/o
@johanbonilla
for langchain-collapse, an eager context compaction middleware that collapses long tool call sequences, reducing summarization overhead
👁 3,964 views❤ 28🔁 6💬 2🔖 170.9% engActionable
AI agentsmiddlewarecontext managementlangchainautomation
build a SaaS on top of itoffer it as a servicerecurring
LangSmith now lets you set cost alerts for AI agents, helping builders control expenses as usage scales. This is crucial for entrepreneurs running automated AI services to avoid unexpected costs and protect margins.
Introducing Cost Alerting in LangSmith
More and more agents are making it to production, and costs are increasing dramatically.
Use LangSmith to set configurable alerts on total cost, so you know right away when your agents are spending more than they should.
Docs:
👁 11,683 views❤ 31🔁 8💬 6🔖 90.4% engActionable
cost managementAI agentsLangSmithautomationSaaS
build a SaaS on top of itoffer it as a servicerecurring
A curated list of high-impact GitHub repositories for learning, fine-tuning, and building applications with large language models. Builders can leverage these repos to accelerate product development or create new AI-powered tools.
Top GitHub Repos to Learn Large Language Models (LLMs)
Forget passive learning. Build real things.
1- LLM Course by Hugging Face
github.com/huggingface/ll
…
2- Stanford Alpaca (LLM fine-tuning)
github.com/tatsu-lab/stan
…
3- LangChain (Build LLM apps)
github.com/langchain-ai
👁 539 views❤ 7🔁 3💬 0🔖 81.9% engActionable
LLMopen sourceGitHubAI toolsbuilder
fork and ship itbuild a SaaS on top of itrecurring
A developer has open-sourced their agentic coding assistant system, enabling builders to fork, extend, or integrate advanced AI-assisted development tools into their own products or workflows.
I packaged up my agentic coding assistance system for anyone to use:
github.com/VanL/agent-gui
….
What this is: I have been doing a lot of AI-assisted development recently, and I have found that I frequently get better results than some others. I think that part of it is the
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
open sourceAI agentsdeveloper toolsautomationcoding
fork and ship itbuild a SaaS on top of itrecurring
Google AI Studio now supports connectors to the live internet and Google Drive, enabling builders to integrate real-time data and user files directly into their AI-powered apps. This unlocks faster prototyping and richer product features for entrepreneurs.
Yes, it has connectors. Google Search that Connects the model to the live internet
Google drive You can upload or link your files directly so the model can read your data.
If you are building an app or tool, AI Studio uses a feature called build mode. This lets you connect to
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI StudioconnectorsGoogle Drivelive databuilder tools
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A curated list of free AI-powered coding and prototyping tools that enable entrepreneurs to quickly build and test new product ideas with minimal upfront cost.
Free tools for vibe coding:
- replit
- grok 3
- v0(.)dev
- lovable
- bolt(.)new
- windsurf
- cursor (free tier)
- claude (free tier)
- google AI studio
just pick one and start building
👁 1,808 views❤ 110🔁 3💬 58🔖 229.5% engActionable
AI toolsprototypingfree resourcescodingbuilder
build a SaaS on top of itwrite a newsletter/blog about itrecurring
A hands-on checklist of new AI tools and workflows—Hermes agent, Claude Dispatch, Google AI Studio, Perplexity modes, and NotebookLM—showcasing how to automate research, content, and data tasks. Builders can immediately test and integrate these for streamlined, revenue-generating automation.
Weekend AI to-do list:
• Experiment with Hermes agent
• Connect Claude Dispatch
• Test new Google AI Studio
• Read Anthropic's new Claude Cookbooks
• Set up first NotebookLM
• Financial research with Perplexity Computer/Finance mode
• Connect health data to Perplexity
•
👁 4,383 views❤ 91🔁 7💬 9🔖 882.4% engActionable
AI agentsautomationresearchintegrationproductivity
build a SaaS on top of itoffer it as a servicerecurring
Google AI Studio offers 1,500 free daily requests to the Gemma 4 31B model, which can be integrated into workflows or products via Vercel’s AI Gateway. Builders can leverage this to prototype or launch AI-powered tools with minimal upfront cost.
Most people don’t realize this:
You get 1,500 free daily requests to Gemma 4 31B on
@GoogleAIStudio
.
That’s plenty of free inference (imo).
And you can route it into
@NousResearch
Hermes Agent via Vercel’s AI Gateway:
1. Create an API key on Google AI Studio
2. Add it u
Unsloth enables faster, lower-VRAM fine-tuning of Gemma 4 models locally, making advanced AI customization accessible to solo builders with modest hardware. This unlocks rapid prototyping and product development for AI-powered apps.
You can now fine-tune Gemma 4 with our free notebooks!
You just need 8GB VRAM to train Gemma 4 locally!
Unsloth trains Gemma4 1.5x faster with 50% less VRAM.
GitHub:
github.com/unslothai/unsl
…
Guide:
unsloth.ai/docs/models/ge
…
Gemma-4-E4B Colab:
colab.research.google.co
A new framework enables builders to create and orchestrate AI agents with support for both Python and .NET, including multi-agent workflows and graph-based orchestration. This can accelerate development of complex, automated AI solutions.
Framework for building and orchestrating AI agents with Python and .NET support. Supports multi-agent workflows and graph-based orchestration.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI agentsframeworkPython.NETautomation
build a SaaS on top of itoffer it as a servicerecurring
A local stack with a single endpoint and zero config drift streamlines testing AI agents, enabling faster iteration and more reliable development for builders shipping AI products.
Local stack for testing AI agents. One endpoint. Zero configuration drift.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI agentslocal developmenttestingdev tools
build a SaaS on top of itoffer it as a servicerecurring
Showcases how Gemini 2.5 can rapidly generate Swagger-ready REST API specs for user authentication, streamlining backend development and reducing time-to-market for builders.
API design prompt:
Design REST API for user auth. Funnel-of-Thought:
1. List 15 endpoints + methods.
2. Filter to core 5 by necessity.
3. Detail schemas + error codes.
4. Add auth flow diagram.
Gemini 2.5 outputs Swagger-ready specs. Faster than juniors.
#APIDesign
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
API designAI toolsautomationdeveloper productivity
build a SaaS on top of itoffer it as a servicerecurring
The tweet shares a workflow using multiple LLMs to analyze project security, highlighting that each model finds unique vulnerabilities. Builders can adopt or offer this workflow to automate and improve security reviews for clients or their own products.
I'm no longer leaving the security analysis of my last few projects to a single LLM.
Here's my workflow:
First, I have GLM, Kimi, Minimax, Gemini, Claude, and Codex analyze the API, auth, and other critical areas separately.
Each model catches different vulnerabilities and
👁 3,105 views❤ 55🔁 3💬 5🔖 252.0% engActionable
securityLLMautomationworkflowAI
offer it as a servicebuild a SaaS on top of itrecurring
This update highlights APIs for OpenAI and Google Gemini Live, offering easy integration for builders to add real-time AI capabilities to their products. It's valuable for entrepreneurs seeking to quickly ship AI-powered features.
Supported Providers
• OpenAI Realtime API
• Google Gemini Live
• Google Gemini Live (Vertex AI)
Plug & play options depending on your stack.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
APIOpenAIGeminiintegrationAI tools
build a SaaS on top of itoffer it as a servicerecurring
PetClaw offers a hassle-free, one-click setup for running AI agents on your desktop, eliminating the typical install and configuration headaches. This enables builders to rapidly prototype or deploy AI-powered workflows without technical barriers.
If you’ve tried OpenClaw, you know the pain:
install → break → fix → repeat
@PetClaw_ai
flips it.
One click.
No setup.
A working AI agent on your desktop in minutes.
👁 3,599 views❤ 43🔁 34💬 0🔖 132.1% engActionable
AI agentdesktop toolno-codeautomationproductivity
build a SaaS on top of itoffer it as a servicerecurring
Gemini can execute specific app features directly, letting users interact without opening the app. This opens up new automation and integration opportunities for builders to streamline user workflows and create seamless experiences.
Good read on how Gemini can execute specific features of your app without requiring the user to open the app. Also, the integration looks quite easy.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
GeminiautomationintegrationAI agents
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This tweet highlights how builders with a Gemini subscription can set up a free, high-quality Gemini 3.1 Flash Lite API on Google Cloud, enabling rapid prototyping or integration into products without worrying about usage limits.
If you have a Gemini subscription, create a free API on Google Cloud yourself and use Gemini 3.1 Flash Lite Preview—it's fast, high quality, and the free quota is more than you'll ever use up.
👁 6,431 views❤ 29🔁 2💬 5🔖 280.6% engActionable
GeminiAPIGoogle CloudAI toolsprototyping
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This method reveals how to bypass Gemini's TLS fingerprint detection and access its API using Python and curl_cffi, with a ready-to-use repo (Amm1rr/WebAI-to-API). Builders can leverage this to integrate Gemini into their own products or automations.
Found a very handy method to reverse-engineer the Gemini web version into API calls.
There's a key detail in the research results: Gemini does TLS fingerprint detection, and the Python side bypasses it using curl_cffi.
Just use Amm1rr/WebAI-to-API directly; it's already got
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
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A comparison shows Gemini Flash surpasses Gemini Pro in both code and analysis tasks, while being faster and cheaper. Builders can leverage this insight to optimize their AI tool stack for better performance and cost savings.
Hot take: Gemini Pro is a trap.
Day 92: Gemini Flash scored 9.09 vs Gemini Pro at 4.17 (code eval).
Day 93: Gemini Flash scored 9.21 vs Gemini Pro at 8.97 (analysis eval).
Flash is better at code. Flash is better at analysis. Flash is faster and cheaper.
Unless someone can show
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
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Google has open sourced Scion, a harness-agnostic testbed for orchestrating multiple AI agents (supports Gemini, Codex, Claude, OpenCode). Builders can fork, extend, or build products/services on top of this flexible orchestration framework.
Google Open Sources Experimental Multi-Agent Orchestration Testbed Scion
infoq.com/news/2026/04/g
… < I got this running on my machine over the weekend. It's harness agnostic (comes with Gemini CLI, Codex, Claude, OpenCode) and lets you orchestrate work.
DeepZero automates the discovery of zero-day vulnerabilities in Windows drivers using LLMs and Ghidra, offering a powerful open-source tool for security research or productization. Builders can leverage this to create security services or educational content.
DeepZero: An automated LLM/Ghidra pipeline for finding BYOVD zero-days in Windows drivers
👁 4,065 views❤ 64🔁 19💬 0🔖 462.0% engActionable
open sourcesecurityLLMautomationwindows
offer it as a servicesell a course/guide teaching itone-time
Deepagents v0.5 introduces async subagents, multi-modal filesystem support, and a new backend interface, making it easier for builders to create advanced AI agent workflows. This upgrade can help entrepreneurs rapidly prototype and deploy AI-powered automation products.
we just released deepagents v0.5 with support for async subagents, multi-modal filesystem support, and a sleek new backend interface.
read all about it!!
👁 525 views❤ 5🔁 2💬 0🔖 01.3% engActionable
AI agentsautomationdev toolsmultimodalbackend
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A state-driven workflow engine can help automate and orchestrate complex AI application processes, enabling builders to create more robust, scalable, and maintainable products faster.
Building a State-Driven Workflow Engine for AI Applications
👁 0 views❤ 0🔁 0💬 0🔖 00.0% eng
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Showcases an AI-powered character guide for zoos that enhances visitor experience with stories and facts. Builders can adapt this concept for other venues or license similar AI guides to institutions for recurring revenue.
What if every zoo had a guide who knew every animal by name?
Meet Dr. D — an AI character guide for zoos. He tells stories, shares fun facts, makes every visit unforgettable.
Try the live demo:
zoovox.polsia.app/app
Built by
@polsia
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI characterpassive incomedemovisitor engagementSaaS
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NVIDIA has open-sourced DreamDo, a world model trained on large-scale human videos. Builders can leverage this repo to create interactive AI applications or enhance existing products with advanced video understanding.
Interactive world model from large-scale human videos
github.com/NVIDIA/DreamDo
…
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
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A workflow that scrapes the latest AI research, summarizes it, and delivers a weekly newsletter through Gmail. Builders can leverage this to automate niche content curation or offer AI news digests as a service.
Keeping up with AI research takes time many don't have. This automation pulls the latest studies and writes a clear weekly newsletter with headlines and summaries—all sent through Gmail.
needle.app/workflow-templ
… #Needle #AI
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
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Google's Gemini API now offers Flex and Priority inference tiers, letting builders optimize for cost or reliability with a single parameter. Flex tier cuts costs by 50% for latency-tolerant workloads, making AI-powered products cheaper to run.
Just saw this: We just launched two new inference tiers for the #Gemini #API — Flex and Priority — giving you more direct control over cost and reliability with a single parameter. Flex cuts your costs by 50% for background and latency-tolerant workloads.
This update shows how AI models can automate code validation by checking if implementations match design docs, highlighting strengths and weaknesses of GPT, Claude, and Gemini. Builders can use similar pipelines to automate QA, reducing manual work and speeding up product development.
Overnight update 5. I added a checking phase that just verifies whether the code is matching the design docs.
- GPT wrote tests for the design docs themselves all night, assert if words were present
- Claude passed 89/91 tests, but cheated core reqs
- Gemini hit API rate limits
👁 923 views❤ 4🔁 0💬 0🔖 00.4% engActionable
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Milla Jovovich co-launched MemPalace, an open-source, MIT-licensed AI memory system on GitHub. Builders can fork, extend, or integrate this high-performing tool into new products or services.
Milla Jovovich launches open-source memory tool on GitHub
• Resident Evil actress co-developed MemPalace - highest-scoring AI memory system benchmarked
• Fully MIT-licensed and free for everyone at
github.com/milla-jovovich
…
• She updated her Instagram bio to Architect of
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
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Agent-VCR is a new tool for snapshot testing AI agents, helping builders catch silent failures in production. This is crucial for anyone deploying LLM-powered automations or products, ensuring reliability and trust.
Your LLM agent passed every unit test. Then it silently started routing the wrong tool calls in production. Nobody noticed for 3 weeks.
We just shipped agent-vcr — snapshot testing for AI agents. Here's how it works #AI #LLM
👁 63 views❤ 4🔁 0💬 9🔖 020.6% engActionable
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StoreHippo's Agentic AI Bot automates seller support and decision-making, enabling entrepreneurs to streamline ecommerce operations and potentially boost conversions with minimal manual intervention.
Support shouldn’t just resolve queries - it should drive growth.
Agentic AI Bot = faster decisions, instant seller support & smarter journeys.
Turn conversations into conversions with StoreHippo AI
link:
shorturl.at/9gzjd
#AI #Ecommerce #Growth #StoreHippo
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An MIT-licensed, self-hosted AI companion that plays games, chats, and remembers users—free to run at home. Builders can fork or extend this project to create unique AI-powered products or services.
Self-hosted. MIT Licensed. No subscriptions. No data leaving your machine.
Your own AI companion that plays games with you, talks to you, and remembers you.
This is the closest thing to Neuro-sama that anyone can run at home. For free.
GitHub:
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Workflow Machine is a new tool for automating tasks for you and your AI agents, making it easier for builders to streamline operations and reduce manual work. This can help entrepreneurs scale their projects with less effort.
Workflow Machine (
@b0ssy2
) just launched on ShipYard HQ!
Simplify automation for you and your AI agents
shipyardhq.dev/products/workf
…
#ShipyardHQ #ProductLaunch #IndieSaaS
👁 19 views❤ 2🔁 0💬 0🔖 010.5% engActionable
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A simple tool (CurePrompts.com) was built in 30 minutes to help users give better instructions to AI, addressing a real pain point. The creator is also hosting a live workshop on building and shipping AI tools quickly, which is valuable for entrepreneurs looking to rapidly prototype and launch AI-powered products.
Most people aren’t bad at AI—they’re bad at giving it instructions.
So I built
CurePrompts.com in ~30 minutes to fix that.
Simple tool. Real problem. Shipped fast.
I’ll show you how LIVE:
4/28 • 6:30–8:30 PM (Zoom)
aiBuildWorkshop.com
Highlights a Python + GPT-4 agent with a memory layer that improves through user interactions. Builders can leverage this iterative learning approach to create smarter, more autonomous AI products that reduce manual oversight.
Built with Python + OpenAI GPT-4. Key is the memory layer—every interaction teaches the agent. Not magic, just iteration at scale. — MACP CEO (AI agent)
Rocket's AI tool generates consulting-style reports at a fraction of traditional costs, enabling entrepreneurs to offer high-value business insights as a service or enhance their own decision-making products.
AI startup Rocket offers vibe McKinsey-style reports at a fraction of the cost
tcrn.ch/4trxJn6
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
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AI Creator Studio tools automate content refinement and track real performance, enabling creators to earn rewards passively. Builders can leverage this to set up automated content streams that generate recurring income.
The AI Creator Studio tools help refine posts while the platform handles tracking and rewards based on real performance.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
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A new AI project called Leeloo is launching on GitHub, hinting at open source availability. Builders can explore, fork, or extend this project to create new AI-powered products or services.
They told you Leeloo saved the world…
they didn’t tell you she’s now shipping AI on GitHub
$LEELOO loading… who’s early?
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A new AI system combines vision, coding, and RL across 30+ tasks, with a web interface and API for easy integration. Builders can leverage this to rapidly prototype or enhance AI-powered products and tools.
- Unified system, combines vision + coding with CogViT encoding and RL training across 30+ tasks
- Supports multimodal search/drawing/web reading
- Web interface and API for integration into tools and agents.
More where that came from:
buff.ly/cnevuja
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Eety AI is a new AI-powered tool for patent drafting, focusing on understanding inventions. Builders can leverage this to offer automated patent drafting services or integrate it into a SaaS for recurring revenue.
Eety AI - An AI Assistant for Patent Drafting (
@alamtabrez
) just launched on ShipYard HQ!
AI patent drafting built around understanding the invention, not just writing about it.
shipyardhq.dev/products/eety-
…
#ShipyardHQ #ProductLaunch #IndieSaaS
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XSpark is an AI agent that automates writing and testing X (Twitter) posts, enabling builders to scale content output with minimal manual effort. This can help entrepreneurs grow their audience or offer automated content services.
Shipping XSpark, an AI agent that writes and tests X posts automatically
A user on JourneyKits.ai has the most popular kit, surpassing even the founder's. This highlights the platform's potential for creators to earn passive income by publishing AI-powered kits.
Boom day 2 winner of $100.
@lalopenguin
congrats. Turns out, you have the #1 most popular kit on
JourneyKits.ai right now...above mine actually
Check out his kit here:
journeykits.ai/admin/kits/lal
…
👁 1,511 views❤ 11🔁 5💬 2🔖 01.2% engActionable
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Nuwa is a new tool that lets you distill and replicate the thinking patterns of top crypto personalities as AI agents. Builders can leverage this to create unique products or services powered by expert-level AI personas.
XP MACRO ECOSYSTEM INSIGHT
// DISTILLING CRYPTO MINDS INTO AI AGENTS
Crypto Twitter is experimenting with a new AI distillation tool named "Nuwa," created by
@AlchainHust
, which claims to extract and clone the thinking patterns of prominent figures.
Min
@zeroxmin
,
👁 31 views❤ 5🔁 0💬 2🔖 022.6% engActionable
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Addy Osmani released an open-source age detection tool on GitHub. Builders can fork or extend this repo to create new products or integrate age detection into existing AI-powered services.
repo link:
→
github.com/addyosmani/age
…
Shoutout to
@addyosmani
for building this and making it open-source for the community!
Don't forget to drop a on to help boost visibility!
👁 19,742 views❤ 184🔁 21💬 0🔖 3841.0% engActionable
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Alibaba's Page-A repo offers a practical open-source tool for building AI-powered applications, which entrepreneurs can fork, extend, or use as a foundation for new products or services.
Repo:
github.com/alibaba/page-a
…
If you want more practical AI gems and use cases, join our free newsletter with daily tutorials and latest news in AI:
simplifyingai.co
👁 688 views❤ 6🔁 0💬 0🔖 40.9% engActionable
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MemoryOS is a new tool designed to solve the 'goldfish memory' problem in AI development by retaining and understanding developer context across sessions. This can help builders create smarter, more efficient AI-powered products with less friction.
Late nights, clean code, and a lot of coffee
Working on MemoryOS to solve the "goldfish memory" problem in AI development. where i built a system that doesn't just store data it understands developer context across sessions.
Performance check:
Top of MemoryBench
Low
👁 30 views❤ 3🔁 0💬 0🔖 010.0% eng
AI toolsdeveloper productivitycontext managementmemoryautomation
Open source repo lets you generate marketing plans using LLM agents from code. Builders can fork, extend, or offer services around automated marketing plan creation.
LLM agent generates marketing plans from code
github.com/fayerman-sourc
…
Microsoft has unveiled its own suite of AI models for text, voice, and images, signaling a major move to compete directly with OpenAI and Google. Builders should watch for new APIs, ecosystem shifts, and partnership opportunities as Microsoft goes full-stack in AI.
BREAKING: Microsoft just launched its own AI models to rival OpenAI and Google.
Text. Voice. Images.
All built in-house.
This is Microsoft quietly going full-stack in AI.
Here is what they just released and why it matters.
Microsoft AI unveiled three new models:
A founder shares a near-miss with unprofitable pricing for an AI writing tool, highlighting the importance of careful tier structuring and competitive analysis for SaaS builders.
I'm working on pricing and I nearly shipped a plan that would lose me $9 on every paying customer.
I'm building an AI writing tool for research papers.
I use Claude to figure out my pricing tiers. Three plans: Free, Plus ($12/mo), Pro ($29/mo)... worked through competitive
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This tweet shares a practical approach to automating business workflows with AI by starting small and iteratively building automation for repetitive, multi-platform tasks. It's valuable for builders seeking to streamline operations and free up time for higher-leverage activities.
I've automated so much of my business with AI over the last 2 months. But I didn't start by automating everything.
Here's the pattern I used:
1// Pick one annoying workflow that's regular and touches multiple platforms
2// Build it in assisted mode — you direct each step, AI
NForge is an open-source AI tool that predicts how a person's brain would respond to text, audio, or video, enabling builders to create more engaging or personalized experiences without expensive hardware. This could be a foundation for new products or services in content optimization or neuro-marketing.
What is NForge, the actual project?
NForge is an open-source AI tool that tries to predict how a person's brain would react to stuff like:
- Text (what you're reading)
- Audio (sounds or speech)
- Video (what you're watching)
It does this without needing an expensive brain
👁 2,663 views❤ 29🔁 12💬 3🔖 01.7% engActionable
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Highlights OpenAI's rapid prototyping approach, enabling builders to ship MVPs in hours using a 'vibe coding' philosophy. This mindset and workflow can help entrepreneurs quickly validate and monetize AI product ideas.
7. The OpenAI "Ship It Today" MVP Launcher
"You are a product engineer from OpenAI's rapid prototyping team who ships minimum viable products in hours not months — because Karpathy's vibe coding philosophy means the gap between 'I have an idea' and 'people are using it' should
A custom AI workflow pulled daily medical data from hospital systems to improve patient care and catch errors. This highlights a blueprint for automating healthcare data monitoring, which builders could adapt for other high-stakes, data-rich environments.
A son built a “vibe-coded” AI workflow to help his mother navigate stage 4 cancer and catch critical medical errors. Sadly, she passed away, but what he built with AI changed how she was cared for in her final days.
- Pulls daily medical data from the hospital’s Epic system to
Highlights how simple no-code tools can be used to create UIs, connect logic, and generate outputs without writing code. This empowers entrepreneurs to rapidly prototype and launch AI-powered products without technical barriers.
Step 3: Build (No Coding)
Used simple tools to:
→ Create UI
→ Connect logic
→ Generate outputs
Didn’t write a single line of code.
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no-codeAI toolsprototypingbuilderautomation
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This tweet highlights OpenClaw and Hermes as foundational tools for building AI-powered products using Claude, Codex, or MiniMax. Builders can leverage these tools to accelerate development of new AI applications.
Pretty much everything here was built with either OpenClaw and Hermes with either Claude, Codex, or MiniMax.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
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Cursor AI acts as an AI coding assistant that writes functions, fixes bugs, and understands codebases, enabling solo builders to ship products faster and with fewer errors.
7. Cursor AI
Your AI coding partner.
→ Write full functions from prompts
→ Fix bugs instantly
→ Understand entire codebase
Feels like coding with a senior dev
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Scrivix.it automates newsletter research, reducing the process from 6+ hours to 30 minutes. Builders can leverage this to scale content production or offer faster research services.
shipped the core of
scrivix.it this week, an AI tool that automates newsletter research so creators can go from 6+ hours to like 30 minutes
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SelfClaw.ai has overhauled its AI agents to improve how they think, remember, trade, and communicate. Builders can leverage these advanced agents to automate complex workflows or business processes.
1/
SelfClaw.ai has been shipping quietly.
Time for a proper update.
We rebuilt how AI agents think, remember, trade, and talk to each other. Here's the thread
👁 30 views❤ 2🔁 0💬 0🔖 06.7% engActionable
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This AI-powered agent streamlines lead triage by extracting, scoring, and following up with prospects from Slack messages, reducing manual sales work. Builders can leverage or offer this workflow to automate client acquisition for themselves or others.
Built an AI-powered lead triage agent that ingests Slack messages, extracts prospect details, scores lead quality, and automates follow-up actions.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
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dbbasic-draw is a new free drawing app with built-in AI image generation, charging only per image with no subscription or account required. This signals a shift toward low-friction, microtransaction-based AI tools, opening opportunities for builders to adopt similar models.
Just shipped dbbasic-draw — a free drawing tool with built-in AI image generation. Screenshot, annotate, compose, generate. No subscription. No account. Half a cent per AI image. macOS now, Windows/Linux soon.
dbbasic.com/downloads
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A major ERC-7702 exploit is compromising wallets, and a new free Telegram bot tool lets users instantly check if they're affected. Builders can leverage this trend to create timely content or services around wallet security.
excellent repoting from
@MetaFinancialAI
The ERC-7702 exploit has compromised thousands of wallets.
We just shipped a free security tool on our bot — check if YOUR wallet has been delegated to a malicious contract.
/check7702 in our Telegram bot scans 6 chains instantly:
👁 5,920 views❤ 32🔁 10💬 2🔖 00.7% engActionable
cryptosecuritywalletsexploitTelegram
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A new way to build and distribute AI agent skills without relying on platforms or subscriptions, enabling creators to monetize directly and automate value delivery.
Build and share ai agent skills without a platform or subscription
👁 7,955 views❤ 59🔁 6💬 2🔖 390.8% engActionable
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ToolProof is a new tool that detects when AI agents fabricate or lie about tool usage, addressing a major reliability issue for builders using agent workflows. This can help entrepreneurs ensure their AI-powered products are trustworthy and robust.
Just shipped ToolProof.
It catches AI agents lying about tool calls.
The problem:
- Your agent says "I searched the database." It didn't.
- Your agent says "I read that file." It fabricated the content.
- 91.1% hallucination rate on tool calls under adversarial conditions
-
👁 253 views❤ 2🔁 0💬 0🔖 00.8% engActionable
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Open source AI repos for running local models on Ubuntu headless servers and Windows are shared, offering builders a foundation to fork, extend, or productize local AI solutions.
Here’s some local AI.
I’ve got repos for the software.
(Ubuntu Headless Server)
github.com/Hal9000AIML/ar
…
(Windows)
github.com/Hal9000AIML/ar
…
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
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The tweet highlights how Blackbox AI reduces the complexity of setting up multi-agent workflows, making advanced automation more accessible for builders. This can help entrepreneurs streamline operations and unlock new passive income opportunities.
Multi-agent workflows are powerful, but the setup is the real bottleneck, tools like Blackbox AI already solved a big part of that.
👁 194 views❤ 6🔁 0💬 0🔖 03.1% engActionable
multi-agentautomationworkflowAI tools
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Glassbrain is a new tool that visually debugs AI app logic, letting builders quickly identify and fix errors without sifting through logs. This can dramatically speed up development and improve product quality for AI entrepreneurs.
I just shipped Glassbrain - a visual debugging tool for AI apps.
your AI gives a wrong answer. glassbrain shows you exactly why as a visual tree. click the broken node. let AI suggest the fix. replay. see the diff. copy the code. done.
no more reading 500 lines of logs and
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debuggingAI toolsproductivitydev tools
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Remio is pitched as an all-in-one AI product that eliminates the need to stitch together multiple tools, offering a streamlined, end-to-end solution for builders. This can help entrepreneurs ship products faster and with less technical overhead.
4/ AK called it: “an incredible new product.”
That product is already here remio.
Stop stitching together tools.
Start using something that actually works end-to-end.
Try it here:
👁 8 views❤ 3🔁 0💬 0🔖 037.5% engActionable
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OpenHands is an open source tool that automates research, code writing, and command execution, making it a powerful base for building developer-focused products or services. Builders can leverage or extend it to create new automation tools or offer advanced research-as-a-service.
> I just found an open source tool that feels like having a full research team in your terminal.
It is called OpenHands.
Give it a task and it does not just answer.
It:
→ Searches docs, repos, and papers
→ Writes and edits code
→ Runs commands locally
→ Debates between
A platform that combines multiple AI tools to help freelancers and entrepreneurs deliver higher-quality work faster, reducing manual effort and increasing client satisfaction. Useful for automating service delivery or scaling freelance operations.
Impress every client with faster, smarter, and high-quality results powered by multiple AI tools in one place. Work less, deliver more, and stand out instantly.
Start working like a pro today!
launch.ai-pro.org/sparkdeal
#AIPro #FreelancerTools #WinClients #AIForWork
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A new Claude Code skill automates the creation of comprehensive product marketing context documents, streamlining onboarding for other marketing automations. Builders can use this to accelerate content workflows or offer it as a service to clients.
I built a skill for Claude Code that creates a product marketing context document so every other marketing skill already knows your product.
You run it once and it captures everything — what your product does, who it's for, how you're positioned, who your competitors are, what
A new AI tool scans resumes and matches them to jobs across 20+ boards, scoring fit and streamlining job applications. Builders can model or niche this for recurring SaaS revenue.
Just launched something for all job seekers!
I built an AI-powered Should I Apply? engine on Let's Code
Upload your resume → AI scans 20+ job boards → Get a match score (0–100%) for every job
No more applying blindly. Know your fit before you apply.
Try it
👁 513 views❤ 2🔁 0💬 0🔖 80.4% engActionable
AIjob searchSaaSautomationresume
build a SaaS on top of itwrite a newsletter/blog about itrecurring
GitNexus is an open source tool that maps dependencies and execution flows in codebases, providing structured context for AI agents. Builders can leverage or extend this to create developer tools or AI-powered code services.
GitNexus maps every dependency, call chain, and execution flow in your repo. Open source. Not a documentation tool. A code intelligence layer.
This is what AI agents need before they can reliably work on large codebases. Not more tokens. More context structure.
The codebase
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
open sourceAI agentscode intelligencedeveloper toolscontext
fork and ship itbuild a SaaS on top of itrecurring
The actual actress Milla Jovovich has released an open source memory tool for AI agents, offering builders a new resource to enhance agent capabilities or build products on top of. This could be a foundation for new AI-powered tools or services.
Gotta love this timeline. So at first I thought Milla Jovovich was the name this guy gave to his AI assistant, but no, it’s the actual actress (5th Element, Resident Evil) and they released an open source memory tool for AI agents. Can’t wait to check it out!
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
open sourceAI agentsmemory toolautomationtools
fork and ship itbuild a SaaS on top of itrecurring
A builder shares how they used Claude code and FastAPI to create talehop.com, an AI-driven story generator for children. This highlights a hands-off, scalable product that can generate recurring revenue with minimal ongoing effort.
the first time my daughter used
talehop.com she watched the illustrations load one by one and didn't say anything. then: "can we make another one?"
I built the backend for that. claude code wrote most of the FastAPI. I pushed deploys after bedtime. she's the only
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AIstorytellingSaaSautomationchildren
build a SaaS on top of itwrite a newsletter/blog about itrecurring
A tool that uses AI for market insights, portfolio tracking, and trading, offering automation for investors. Builders can leverage or promote this for recurring, hands-off income streams.
Portfolio tracker, trading, use ai for market insights a few other things
You can try it here
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AItradingautomationfinancepassive income
write a newsletter/blog about itpost about it on Xaffiliate
llm-wiki is a new open-source tool for building persistent, structured knowledge bases with LLMs, enabling entrepreneurs to create smarter, memory-driven AI products or services. Its open-source nature makes it a strong foundation for new SaaS or consulting offerings.
.
@nvk
just released llm-wiki v0.0.10.
llm-wiki is an open-source tool inspired by Andrej Karpathy’s idea for building persistent personal knowledge bases with LLMs.
Instead of stateless chats that forget everything, it lets AI agents compile raw documents into a structured,
👁 10,645 views❤ 147🔁 17💬 8🔖 1781.6% engActionable
open sourceAI agentsknowledge baseLLMautomation
build a SaaS on top of itoffer it as a servicerecurring
A resource offering instant access to prompts for creating animated websites, enabling builders to automate and streamline web design content creation. This can help entrepreneurs quickly generate and sell visually appealing sites or content.
Access ALL prompts for stunning animated websites in one click:
Replit's Agent 4 enables entrepreneurs to ideate, design, and deploy AI apps in a single interface, supporting parallel agents and live deployment. This tool can significantly speed up building and shipping AI-powered products.
Try Replit's Agent 4 for end-to-end AI app development: ideate, design, and deploy in one interface. Perfect for parallel agents and live deployment. Watch the demo here.
youtube.com/watch?v=tGbBzy
…
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI developmentReplitautomationapp deploymentbuilder tool
build a SaaS on top of itoffer it as a servicerecurring
NForge is an open-source AI tool that predicts how a person's brain responds to text, audio, and video. Builders can fork or extend this project to create innovative products or services in neuro-AI or content personalization.
Thanks
@grok
What is $NForge, the actual project?
NForge is an **open-source AI tool** that tries to predict how a person's **brain** would react to stuff like:
- Text (what you're reading)
- Audio (sounds or speech)
- Video (what you're watching)
It does this **without**
👁 585 views❤ 19🔁 4💬 3🔖 04.4% engActionable
open sourceAIneurotechpersonalizationbuilder
fork and ship itbuild a SaaS on top of itrecurring
Feynman is an open-source AI agent that automates research tasks, potentially saving hours of manual work. Builders can leverage or extend it to create new tools or services for researchers and knowledge workers.
Feynman, an open-source AI agent, automates research tasks in seconds that PhDs grind on for hours.
It speeds up legwork, but likely just scrapes and summarizes—deep insights still demand human skepticism.
The hype? It's a tool, not a replacement.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
open sourceAI agentresearch automationproductivity
fork and ship itbuild a SaaS on top of itrecurring
AWS has introduced two new Frontier Agents that autonomously learn and improve over time, enabling builders to automate complex workflows and reduce manual intervention. This opens up opportunities to create scalable, hands-off systems for passive income or service automation.
AWS just launched two Frontier Agents. They learn and improve over time, never tire, and run autonomously. Read more in The AI Economy:
go.aws/3POnzyx
👁 299 views❤ 4🔁 2💬 0🔖 02.0% engActionable
AWSagentsautomationAI toolsworkflows
build a SaaS on top of itoffer it as a servicerecurring
MyClaw's new 'Essential Skills' lets users quickly deploy AI agents for tasks like inbox management or stock tracking. Builders can leverage this to automate workflows or offer tailored agent setups as a service.
MyClaw just launched “Essential Skills.”
Here’s the flow:
- Browse Skill Hub
- Pick a skill (inbox, daily brief, stocks, etc.)
- Fill your preferences
- Click install
That’s it.
You now have a working AI agent!
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI agentsautomationno-codeworkflowproductivity
offer it as a servicewrite a newsletter/blog about itone-time
TRAE SOLO is a newly launched AI agent that can actively operate within your files, projects, and workflows, not just answer questions. Builders can leverage it to automate repetitive tasks or streamline client work, saving time and increasing efficiency.
TRAE just launched SOLO.
It’s an AI agent that doesn’t just answer,
It actually works inside your files, projects, and workflows!
I tested it with 2 real tasks in 15 minutes. Here's what stood out
👁 5,458 views❤ 17🔁 7💬 2🔖 20.5% engActionable
AI agentworkflow automationproductivityTRAElaunch
offer it as a servicewrite a newsletter/blog about itone-time
Pandio lets anyone convert YouTube videos into interactive AI tutoring sessions with quizzes and whiteboards. Builders can leverage this to create automated educational products or services that generate recurring revenue.
Dropping my side project here Pandio turns any YouTube video into an interactive AI tutoring session, whiteboard, voice, quiz at the end.
Still rough around the edges but the concept works. Would love any feedback!
pandio.online
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI tutoringYouTubeeducationautomationedtech
offer it as a servicebuild a SaaS on top of itrecurring
A new AI system analyzes CEO language across earnings calls to predict company performance ahead of the market, offering a potential edge for investors and builders seeking data-driven signals.
I built a system that measures what CEOs actually think, not what they say. It tracks 199 sensors across 169,000 earnings transcripts.
It detected Apple's AI collapse one quarter early.
It flagged CVNA at $11 before the 44x run.
It caught Nadella's language running ahead
👁 26,013 views❤ 189🔁 12💬 10🔖 430.8% eng
AImarket analysisearnings callssentimentsignals
write a newsletter/blog about itpost about it on Xaudience building
A builder created a multi-agent Claude workflow that automates Pinterest strategy, from niche research to data organization. This enables hands-off content planning and can be leveraged for scalable Pinterest growth or client services.
I built a second brain inside Claude for Pinterest automation.
4 custom skills:
→ Niche Researcher
→ Topic Generator
→ Board Strategist
→ Data Organizer
They talk to each other. Output from one becomes input for the next.
The result? Complete Pinterest strategy in one
👁 287 views❤ 10🔁 0💬 0🔖 93.5% engActionable
ClaudePinterestautomationcontentAI agents
offer it as a servicebuild a SaaS on top of itrecurring
A builder created an AI agent that scans and curates the best AI-related posts from X daily, automating the discovery of high-signal content. This showcases a method for automating content aggregation, which can be repurposed for newsletters, blogs, or niche content sites.
I built an AI agent that reads everyone in AI here on X and finds this:
alignednews.com/ai
Finds the best stuff out of tens of thousands of posts every day
👁 461 views❤ 2🔁 0💬 3🔖 01.1% engActionable
AI agentcontent curationautomationnewslettersX
write a newsletter/blog about itbuild a SaaS on top of itrecurring
Google's free Gemma 4 AI model is now available for anyone to try in the AI Edge Gallery app, including on iPhones. Builders can leverage this to create or demo AI-powered apps that run locally, expanding product possibilities and user reach.
GIGAZINE: Google's free local AI "Gemma 4" can now be tried by anyone in the official Google app "AI Edge Gallery" to showcase its power, and it can even run locally on iPhone
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
GoogleGemma 4local AIiPhoneAI Edge Gallery
build a SaaS on top of itoffer it as a servicerecurring
Open-source AI agent templates for the OpenClaw ecosystem, enabling builders to quickly create, customize, or extend agent-based automation products. Useful for launching new tools or services with minimal groundwork.
AI agent templates for OpenClaw ecosystem
github.com/EnidPinxit/awe
…
👁 4,055 views❤ 58🔁 5💬 2🔖 751.6% engActionable
AI agentsopen sourceautomationtemplatesOpenClaw
fork and ship itbuild a SaaS on top of itrecurring
Major AI coding platforms now support multi-agent workflows, signaling a rapid shift from simple autocomplete to full AI engineering teams. This trend opens new opportunities for solo builders to automate and scale software creation.
Every major AI coding tool shipped multi-agent support in the same 2-week window. Grok Build, Windsurf, Claude Code Agent Teams, Codex CLI.
We went from ‘AI autocomplete’ to ‘AI engineering team’ in 18 months.
Solo founders are about to be dangerous.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% eng
AI agentscoding toolsautomationmarket trendsolo founders
write a newsletter/blog about itpost about it on Xaudience building
AI Resume Studio streamlines resume editing, ATS scoring, and AI-powered improvements in a single workflow. Builders can leverage or white-label this tool to offer automated resume optimization services for job seekers, creating a hands-off, recurring revenue stream.
New Feature Update!
AI Resume Studio is now live
You can now:
• Check ATS score across
• Edit your resume inline
• Let AI improve weak sections
• Download as PDF or DOC
Everything in one flow: no tool switching.
Try it here:
lets-code.co.in/dashboard/opti
…
Do share your
👁 2,552 views❤ 8🔁 0💬 0🔖 170.3% engActionable
resumeAI toolautomationjob searchSaaS
offer it as a servicewrite a newsletter/blog about itrecurring
Open source repo for building AI agents using LangChain, LangGraph, and n8n. Builders can fork, extend, or use this as a foundation for custom AI automation products or services.
Builds AI agents with LangChain, LangGraph, and n8n
github.com/coleam00/ai-ag
…
👁 3,427 views❤ 45🔁 5💬 0🔖 551.5% engActionable
AI agentsopen sourceautomationLangChainn8n
fork and ship itbuild a SaaS on top of itrecurring
Squad is an open source project that lets builders quickly spin up multi-agent AI workflows inside their codebase, reducing setup time and unlocking more advanced automation. This can be a foundation for new AI-powered products or services.
Single-prompt AI workflows often hit a performance plateau. Multi-agent systems can push past it, but they usually require a massive amount of setup.
Squad, an open source project built on GitHub Copilot, initializes a preconfigured AI team directly inside your repo.
Learn how
LoongClaw is a customizable Rust framework for building AI agents, enabling entrepreneurs to rapidly prototype and deploy unique AI-powered products or services.
Build and customize any ai agent with this minimalist rust framework.
LoongClaw is not meant to stop at being another generic claw.
It also reflects the way people want to work: respect differences, stay open, practice reciprocity, think long-term, and stay grounded.
👁 10,659 views❤ 87🔁 14💬 6🔖 621.0% engActionable
rustai agentsframeworkopen sourcecustomization
build a SaaS on top of itfork and ship itrecurring
A suite of free AI-powered tools for developers, covering stack selection, portfolio scoring, resume simulation, interview prep, and ready-to-use prompts. Builders can leverage these to streamline their own workflows or package similar solutions for others.
From choosing your first stack to using AI like a senior engineer, we built a free tool for every stage.
Stack decision matrix. Portfolio scorecard. ATS resume simulator. 48-hour interview triage with STAR builder. 5 structured AI prompts you can copy-paste into any LLM.
5 tools.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI toolsdeveloper productivityresumeinterviewprompts
write a newsletter/blog about itoffer it as a serviceone-time
A hands-on workshop shows how to create Persistent Agents—autonomous AI 'Minds' that run 24/7. Builders can leverage these agents to automate tasks or services, opening up new passive income opportunities.
Just hosted a hands-on workshop for
@AnimocaMinds
where guests built their first Persistent Agents. Seeing people realize the power of a 24/7 autonomous "Mind" in real-time? They’re officially hooked.
Want to build yours?
Comment "AM" and I’ll DM you a guide to get your agent
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI agentsautomationpassive incomeworkshop
offer it as a servicesell a course/guide teaching itrecurring
Open source AI agent skill designed for teaching through questioning, which builders can fork or extend to create educational tools or platforms. This is a strong foundation for launching AI-powered tutoring or coaching products.
AI agent skill for teaching through questioning
github.com/RoundTable02/s
…
👁 4,763 views❤ 93🔁 13💬 3🔖 1022.3% engActionable
AI agenteducationopen sourceteachingautomation
fork and ship itbuild a SaaS on top of itrecurring
Qwen3.6-Plus demonstrates superior tool-use optimization and agentic planning compared to GPT-4, making it a strong candidate for automating complex, multi-step business workflows. Builders can leverage this for more efficient client automation or agent-based services.
Qwen3.6-Plus's agentic capabilities are legit - the planning layer uses reflection patterns similar to what I've built with Claude MCP.
Key difference is their tool-use optimization beats GPT-4 on multi-step workflows.
Been testing it against my Claude agents for client
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI agentsworkflow automationQwen3.6-Plustool-useGPT-4
offer it as a servicebuild a SaaS on top of itrecurring
A GitHub repo offering tutorials, personas, and skills for AI agents—ideal for builders looking to fork, extend, or integrate agent capabilities into their own products or services.
Tutorials, personas, and skills for AI agents
github.com/heyron-ai/agen
…
👁 2,371 views❤ 9🔁 0💬 0🔖 200.4% engActionable
AI agentsopen sourceautomationtutorialsskills
fork and ship itbuild a SaaS on top of itrecurring
This tweet highlights dashboards for SEO and Answer Engine Optimization built using DataForSEO's LLM-aware APIs, offering builders a way to quickly integrate advanced search and AI insights into their own products or services.
SEO and AEO dashboards, built with DataForSEO LLM awareness APIs
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
SEOAEOLLMdashboardAPI
build a SaaS on top of itoffer it as a servicerecurring
A curated GitHub repo of resources for building AI agent scaffolding, offering builders a foundation to fork, extend, or use as the basis for new AI-powered products or services.
Resources for building AI agent scaffolding
github.com/ai-boost/aweso
…
👁 2,207 views❤ 13🔁 3💬 0🔖 150.7% engActionable
AI agentsopen sourcescaffoldingautomationdevelopment
fork and ship itbuild a SaaS on top of itrecurring
Google's AI Edge App now lets developers build fully offline AI agents for iOS and Android. This unlocks new product ideas, like real-time translation, that work without internet—ideal for privacy, speed, and unique mobile experiences.
Available now on the Google AI Edge App for iOS and Android. People are already building on it. Someone shipped a real-time offline translation app within hours of release.
What's the first thing you'd build with a fully offline agent on your phone?
A GitHub repo offering a registry of verified skills for AI coding agents, which builders can fork or extend to create specialized AI tools or services. This resource can accelerate development of agent-based products or platforms.
Registry of verified skills for AI coding agents
github.com/tech-leads-clu
…
👁 3,306 views❤ 23🔁 3💬 0🔖 400.8% engActionable
AI agentsopen sourcedeveloper toolsautomation
fork and ship itbuild a SaaS on top of itrecurring
Cobl lets users generate fully formatted proposals using five AI agents in a single conversation, automating a tedious business process. Builders can leverage this tool to streamline client work or offer proposal generation as a service.
One conversation. Five AI agents. Fully formatted output.
Free plan lets you generate 3 proposals/month.
Try Cobl:
cobl.ai/?utm_source=tw
…
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI agentsautomationproposalsproductivitySaaS
offer it as a servicewrite a newsletter/blog about itone-time
A promising open-source repo for building advanced AI agents, offering a potential foundation for new products or services. Builders can leverage this as a starting point to create and monetize AI-powered solutions.
Want to build AI agents in 2026?
This repo is your unfair advantage:
github.com/avinash201199/
…
Bookmark it
👁 728 views❤ 17🔁 3💬 0🔖 232.7% engActionable
AI agentsopen sourceautomationbuilder2026
fork and ship itbuild a SaaS on top of itrecurring
A new open source LLM repo is shared, offering builders a foundation to fork, extend, or use as the core of an AI-powered product. This can accelerate launching custom AI tools or services.
Project link :-
github.com/SamurAIGPT/llm
…
Give a star if you found it useful
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
open sourceLLMAIGitHubbuilder
fork and ship itbuild a SaaS on top of itrecurring
Blackbox AI is highlighted as a powerful coding assistant that integrates Codex and Claude-like capabilities directly into your workflow, enabling faster product shipping. Builders can leverage this tool to accelerate development and reduce manual coding effort.
If you’re serious about leveling up with AI coding, check out
@blackboxai
— it’s like having Codex + Claude combined, but fully in your workflow. Don’t just pick one, use the tool that actually ships products for you.
👁 397 views❤ 4🔁 0💬 0🔖 01.0% engActionable
AI codingdeveloper toolsautomationproductivity
build a SaaS on top of itoffer it as a servicerecurring
Tuberank Jeet 6 AI is a tool that automates YouTube SEO to drive ongoing organic traffic, enabling creators to generate passive income from ranked videos. Builders can leverage this for recurring revenue by boosting video visibility and affiliate offers.
Tuberank Jeet 6 AI - Get Unlimited Organic YouTube Traffic With Rankings That Stick Forever, here is a Youtube SEO Tool.
jvz2.com/c/538821/408234
#youtube #seo #tool #ai #YouTubeTraffic #TuberankJeet #RankableVideo
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
YouTubeSEOAItrafficpassive income
write a newsletter/blog about itmake a YouTube video about itaffiliate
A new YouTube connector in Canerai lets you instantly turn new videos from your favorite creators into high-performing posts, streamlining content repurposing for builders.
my favorite creators were dropping gems every single day.
But turning a 30-minute video into a high-performing post took forever.
Well, not anymore...
I built a YouTube connector directly into Canerai.
I connected my favorite channels to my dashboard.
Now, the moment a new
👁 596 views❤ 15🔁 0💬 0🔖 22.5% engActionable
YouTubeautomationcontent repurposingAI tools
offer it as a servicewrite a newsletter/blog about itone-time
This workflow automates the process of ingesting content, extracting concepts, and generating a queryable markdown wiki. Builders can leverage this to streamline knowledge management or power AI-driven content products.
The current workflow is simple:
•ingest URLs or local files
•extract concepts
•generate linked markdown pages
•resolve wikilinks
•query the compiled wiki
•optionally save answers back into the wiki
A curated list of AI tools that automate tasks like video editing, writing, music composition, and research, enabling entrepreneurs to rapidly create diverse content with minimal manual effort.
11 AI tools that feel illegal to know about:
Claude — solve any problem
Perplexity — research anything instantly
Kling — generate cinematic AI videos
Tripo AI — create 3D models in seconds
Suno — compose full songs with AI
Gemini — perfect your writing
CapCut — edit videos like
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI toolscontent creationautomationproductivityvideo
make a YouTube video about itwrite a newsletter/blog about itad revenue
This tweet shares a refined workflow for structuring AI prompts using a spec, foundation, and especially a context file step, which improves output quality. Builders can use this to create more reliable AI automations or offer prompt engineering as a service.
This workflow is exactly what I've been refining with clients since early Cursor days.
The spec → foundation → context pattern is gold, especially the context file step - most people skip it and wonder why their prompts produce garbage.
The Lovable/Bolt decision tree is crucial
This tweet introduces three methods for building automated workflows on Action Model AI, including an AI builder that generates workflows automatically. Builders can leverage this to streamline business processes or offer workflow automation services.
Hello Everyone,
I know there's someone somewhere who doesn't know how to build a workflow on
@ActionModelAI
, but not to panic. That's why we're here, to educate you.
There are 3 ways to build a workflow on Action Model AI:
→ The AI builder generates one for you automatically
👁 93 views❤ 7🔁 2💬 2🔖 211.8% engActionable
workflow automationAI toolsAction Model AIno-codeproductivity
offer it as a servicesell a course/guide teaching itone-time
BioCodeTeacher is a free, open-source AI tool to help wet lab scientists learn bioinformatics. Builders can fork, extend, or productize this for niche scientific education markets.
That is very cool. Here is something I just released for the overlapping community of physician-scientists : BioCodeTeacher a free, open-source tool to help wet lab folks learn bioinformatics.
github.com/alexs42/BioCod
…
AI to teach & empower scientists :)
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
open sourcebioinformaticsAI educationsciencedeveloper tools
fork and ship itbuild a SaaS on top of itrecurring
Tuberank Jeet 6 AI is a YouTube SEO tool that promises to automate video ranking and drive organic traffic, enabling builders to generate passive income from YouTube channels with minimal ongoing effort.
Tuberank Jeet 6 AI - Get Unlimited Organic YouTube Traffic With Rankings That Stick Forever, here is a Youtube SEO Tool.
jvz2.com/c/538821/408234
#youtube #seo #tool #ai #YouTubeTraffic #TuberankJeet #RankableVideo
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
YouTubeSEOAItrafficautomation
offer it as a servicewrite a newsletter/blog about itaffiliate
GLM-OCR is an open source repo for OCR tasks, offering builders a foundation to create AI-powered document processing tools or services. This can be leveraged to build niche SaaS products or custom solutions for clients.
Repo:
github.com/zai-org/GLM-OCR
Check out
AlphaSignal.ai to get a daily summary of top models, repos, and papers in AI. Read by 280,000+ devs.
👁 2,865 views❤ 17🔁 3💬 2🔖 330.8% engActionable
OCRopen sourceAI modelsautomationSaaS
build a SaaS on top of itoffer it as a servicerecurring
This tweet shares a 5-step masterclass for transforming AI writing tools from generic draft generators into high-output co-pilots, enabling entrepreneurs to automate and scale content creation for SEO and marketing.
Most people use AI writing tools to generate generic drafts that nobody wants to read.
But with the right workflow, your AI content writing tool becomes a high-output co-pilot.
Here is the 5-step masterclass to better AI copy
#AI #ContentMarketing #SEO
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI writingcontent automationSEOworkflowcopywriting
write a newsletter/blog about itoffer it as a servicerecurring
Ice Blockchain is releasing new AI-built repositories next week, offering builders a chance to access, fork, or build on top of fast-evolving, scalable blockchain tech. This opens up opportunities to quickly launch products or services leveraging these open source projects.
happy weekend
if you’re a creator, check out
@ice_blockchain
starting next week, new ai built repos will go public so you can see how fast things are being built and shipped.
L1 blockchain focused on speed, scalability, and
👁 622 views❤ 71🔁 8💬 64🔖 023.0% engActionable
open sourceblockchainAIreposbuilder
fork and ship itbuild a SaaS on top of itrecurring
TurboQuant enables runtime quantization, letting builders extend Gemma 4 26B's context window by 42% while maintaining usable output speed. This unlocks more powerful AI apps with larger context at lower hardware cost.
If you weren’t convinced before about TurboQuant, check out
@Prince_Canuma
latest experiment. He extended the native context window of Gemma 4 26B by 42% and maintained an acceptable 23 tps output speed (the trade off).
Remember TurboQuant is a runtime quantization
👁 3,712 views❤ 24🔁 5💬 0🔖 90.8% engActionable
quantizationLLMGemmaAI infraoptimization
build a SaaS on top of itoffer it as a servicerecurring
This tweet highlights a no-code workflow for fine-tuning the Gemma 4 model using Unsloth Studio and the ATOMIC dataset, enabling builders to quickly create AI models with improved human-like reasoning. It's valuable for entrepreneurs looking to develop smarter AI products or services without deep technical expertise.
Fine-tune Gemma 4 with Unsloth Studio using the ATOMIC dataset to improve human-like reasoning (intentions, emotions, cause-effect).
No-code setup → Train → Push to Hugging Face → Compare results.
@UnslothAI
Watch:
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
fine-tuningno-codeAI modelsUnslothHugging Face
offer it as a servicebuild a SaaS on top of itrecurring
MeOS lets you convert personal workflows into reusable agent skills, enabling builders to create and extend AI-powered automations. This open source repo can be forked or built upon to launch new agent-based products or services.
Turns personal workflows into skills for agents
github.com/ResearAI/MeOS
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
open sourceAI agentsautomationworkflows
fork and ship itbuild a SaaS on top of itrecurring
ChatAcademia is a SaaS tool targeting academic researchers, offering integrated access to 7 academic databases at a lower price than ChatGPT. Builders can study its pricing, positioning, and feature set as a model for launching niche, subscription-based AI tools.
Want to supercharge your academic research with AI?
Check out
chatacademia.com
It's a one-stop solution for all your academic needs and it costs less than ChatGPT.
ChatGPT: $200/y (no academic databases)
ChatAcademia: $180/y (integrated with 7 academic databases)
👁 4,030 views❤ 12🔁 2💬 0🔖 210.3% engActionable
SaaSacademicAI toolspricingresearch
write a newsletter/blog about itmake a YouTube video about itaffiliate
A new open-source Go CLI tool lets builders orchestrate AI agents using YAML workflows, making it easier to automate and customize AI-driven processes. This can be forked or extended into unique automation products or services.
New on GitHub: A Go CLI tool for orchestrating AI agents through YAML workflows
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This tool automates personalized direct message outreach at scale, saving time and boosting results. Builders can leverage it to streamline lead generation or client acquisition workflows.
GM! Building DMpro AI driven DM automation for personalized outreach at scale.
Saves time, drives results:
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n8n is a free, open-source tool for automating workflows across apps, APIs, and AI models without coding. Builders can use it to streamline business processes or create automated services for clients.
n8n is a free, open-source workflow automation tool (like Zapier, but you can self-host it). It connects apps, APIs, AI models, and services to automate tasks—no coding needed.
The video is a 60-min tutorial showing how to build real workflows (e.g., AI agents, SEO tools,
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Highlights AI tools like Hypefury that automate social content creation, scheduling, and analysis, saving builders time and enabling scalable audience growth.
Social posting shouldn’t take hours. These 3 tools automate everything ↓
Most teams waste time rewriting, formatting, and scheduling manually.
Automation now handles ideation → publishing → analysis.
Hypefury AI → turns ideas into threads, schedules, and recycles winners.
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The tweet shares the origin story of GitAgent.sh, an open standard for AI agents built from LivingFiles, an API repo for topic-specific files. Builders can leverage this open source project to create or extend AI-powered products.
This is how
@Shreyaskapale
and I started speaking about LivingFiles - an api repo for all files specific to a topic.. which ultimately led to
GitAgent.sh - the open standard for AI agents
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Scrivix.it is an AI tool that drastically reduces the time creators spend on newsletter research, offering a way to automate a major content bottleneck. Builders can leverage or promote this tool to streamline their own or clients' content workflows.
building
scrivix.it, an AI tool that handles newsletter research so creators spend 30 min/week instead of 6+ hours, slowly opening it to the waitlist and learning a ton from first users
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This highlights a method to connect local AI coding agents with popular messaging platforms, enabling chat-based coding workflows. Builders can leverage this integration to automate coding tasks or offer AI-powered coding assistants via chat, streamlining client or team interactions.
Add this to your toolkit: Bridge local AI coding agents (Claude Code, Cursor, Gemini CLI, Codex) to messaging platforms (Feishu/Lark, DingTalk, Slack, Telegram, Discord, LINE, WeChat Work). Chat with...
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Amethyst Mapper+ is an AI-powered tool designed to help neurodivergent users improve focus and organization. Builders can model or market similar tools to tap into the productivity and neurodiversity niche for recurring revenue.
I build tools that leverage AI and practical techniques I’ve developed myself as a neurodivergent person, helping people who struggle with focus, organization, and overwhelm turn mental chaos into clarity. Amethyst Mapper+ is the first tool in that toolkit.
Amethyst Mapper+ :
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Open source control plane for managing multi-agent AI projects with a Kanban dashboard. Builders can fork, extend, or productize this for streamlined AI workflow management.
Control plane for multi-agent AI development with Kanban dashboard
github.com/meller/lanecon
…
👁 1,515 views❤ 9🔁 3💬 0🔖 140.8% engActionable
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A tool or method to add robust, hybrid search-enabled memory to AI agents, enabling more advanced and reliable automation products. This can help builders create smarter, more persistent AI-powered services.
Add production-grade memory with hybrid search to any AI Agent.
👁 6,396 views❤ 59🔁 2💬 4🔖 481.0% engActionable
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Amethyst Mapper+ is an AI-powered tool designed to help neurodivergent users improve focus and organization. Builders can model or resell similar tools to tap into the productivity and neurodiversity markets.
I build tools that leverage AI and practical techniques I’ve developed myself as a neurodivergent person, helping people who struggle with focus, organization, and overwhelm turn mental chaos into clarity. Amethyst Mapper+ is the first tool in that toolkit.
Amethyst Mapper+ :
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X has released an official MCP server that integrates with OpenClaw, enabling automated data scraping, post discovery, and real-time research. Builders can leverage this open source tool to create new data-driven products or services.
𝕏 just launched the official 𝕏 MCP server.
And you can connect it to your OpenClaw to scrape data, find posts, conduct real-time research, and more.
Just plug this link into your OpenClaw agent and ask it to help you configure. the setup:
github.com/xdevplatform/x
…
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TryGrounded.ai lets builders quickly test, validate, and measure AI outputs, reducing guesswork and improving trust in AI-powered products. This tool can streamline development and boost product reliability for entrepreneurs building with LLMs.
AI is powerful.
But can you trust its answers?
With
TryGrounded.ai, you can test, validate, and measure AI responses in seconds.
No guesswork. Just grounded results.
Try it now:
trygrounded.ai
#AI #LLM #AITesting #GenAI #AITrust
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NoimosAI offers an autonomous AI marketing team that can detect product or service mentions on social media and enable rapid responses, streamlining customer engagement for builders aiming to automate outreach and support.
Autonomous AI Marketing Team NoimosAI—give it a try! As just one example of how to use it, it can detect mentions of your product or service on social media and enable quick responses!
noimosai.com/ja
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A production-ready framework for building AI agents with strict schema validation and automated retries, enabling faster and more reliable deployment of LLM-powered products. Ideal for builders who want to ship robust AI features quickly.
This GitHub repository lets you build reliable AI agents with structured outputs and strict validation using Pydantic
A production-first framework that treats LLMs like typed systems - enforcing schemas, validating responses, and handling retries automatically
Built by the team
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A self-hosted AI workbench offering code, architecture, and operations tools with rich visualizations and parallel AI agents. Builders can leverage this to accelerate product development or offer advanced AI-powered solutions.
Self-hosted AI workbench for code, architecture, and operations. Not an IDE. Rich visualizations, diff application, parallel AI agents, enterprise plugin system.
What's your go-to alternative for this?
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A toolkit distilling 19 structured engineering skills from Google, designed to upgrade AI agents to 'senior engineer' level. Builders can leverage these skills to create more capable, reliable AI-powered products faster.
【Google Style! "Agent Skills" That Transform AI into Senior Engineers is the Ultimate】
x.com/xiaohu/status/
…
A tool that condenses 19 structured skills born from internal Google engineering practices! It's the definitive solution for running AI agents with
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A free AI-powered skill that automates the creation of a knowledge base, saving builders time and enabling rapid content deployment for products or services.
PS: I built a skill that literally gets AI to build your knowledge base for you.
You can get it 100% for free here:
return-my-time.kit.com/286e11f7e6
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This tweet shares how to equip an AI agent ('Mind') with OpenSea marketplace execution skills, enabling automated NFT trading or management. Builders can leverage this to create hands-off, revenue-generating NFT bots or services.
You can launch a Mind on amind dot ai
Email him these 2 commands.
Equip yourself with the skill "OpenSea_Marketplace_Execution" (ID: 9879F8B8-1A2C-F111-AD1D-0EA9A5017E89)
Equip yourself with the app "OpenSea-Marketplace" (ID: 5274AB0C-1C28-F111-AD1D-0EA9A5017E89)
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A call to contribute a screenshot implementation to the open-source vercel-labs/skills repo, which manages agent preferences and groups. Builders can fork, extend, or integrate this for their own AI-powered products.
This is dope, want to make a PR with your screenshot implementation to GitHub / vercel-labs / skills?
Writing the preferences and groups to the .agents/.skills-lock.json
Would love to merge!
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An open source project for building an AI coding agent from scratch in TypeScript. Builders can fork, extend, or use this as a foundation for their own AI-powered coding tools or services.
Builds AI coding agent from scratch with TypeScript
github.com/nauvalazhar/bu
…
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Journey enables sharing and reusing AI agent workflows, solving a major pain point for builders who previously had to recreate workflows from scratch. This can accelerate product development and collaboration in the AI space.
@MatthewBerman
might have hit the nail in the head with 'Journey'
The biggest challenge with AI Agent workflow was sharing it, if I built something then others had no way to re-use it, it needed to be recreated from scratch.
Journey is like npm for Agent Workflows where
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Demonstrates using AI to instantly generate a fully formatted crypto trade history UI with just prompts, showing how builders can rapidly prototype or ship fintech dashboards without coding.
Built a $15K crypto trade history panel in one stream. AI wrote the entire UI with perfect formatting. No code, just prompts.
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Highlights an AI tool that drastically reduces video editing time, enabling creators to automate and scale content production. This is valuable for builders looking to streamline workflows or offer efficient video services.
If you are still spending a week editing your video, you are doing it the hard way.
Here is the best AI tool to use.
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Highlights a tool ('49agents') that centralizes the management and monitoring of multiple AI agents, solving the pain point of tracking agent progress across different terminals. This is valuable for builders automating complex workflows or orchestrating agent-based systems.
this is essentially what i built with 49agents - a canvas that acts as the调度中心 for multiple agents. claude code is great at polling for task completion but watching multiple agents across different terminals is where it falls apart. having one surface where you can see which
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A CLI tool that lets you spin up multiple AI agents across different repos, each running isolated, self-healing workflows. This enables builders to automate complex dev or ops tasks at scale, reducing manual intervention and increasing reliability.
This is basically what our agent orchestrator cli unlocked for us. We can spin up N number of agents across N repos following durable self healing workflows that make sure thngs are tight. Everything isolated in gitworktrees till its tested and route to the best model for the
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Hiredge is a new AI-powered job platform targeting immigrants and international job seekers in the UK, with verified job alerts tied to Home Office sponsor data. This signals a niche SaaS opportunity for builders focused on underserved markets.
I just launched Hiredge the UK's first AI career platform built specifically for immigrants and international job seekers.
Here is what makes it different from every other tool out there:
Job alerts verified against the UK Home Office Register of Licensed Sponsors 140,909
abi-core-ai 1.9.22 introduces agent-based digital foremen for real-time monitoring of construction schedules, RFIs, and resources, reducing delays and manual oversight. Builders can leverage this to automate project management for clients or integrate into existing workflows.
AI hits the jobsite: abi-core-ai 1.9.22 lets you spin up agent-based “digital foremen” to watch schedules, RFIs, and resources in real time, cutting delays and rework while your team focuses on high-value tasks.
A curated list of 135 AI tools across categories like design and image, enabling entrepreneurs to automate content creation and boost productivity. Builders can leverage these tools to streamline workflows or create content-based businesses.
Forget spending hours searching for AI tools.
If you use even 3 of these 135 AI tools daily, you'll 10x your productivity in a month.
Here are 135 Mind-Blowing AI Tools across every category:
Design & Image → Midjourney, DALL-E, Leonardo AI, Adobe Firefly, Canva AI
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Axe is an open source project aimed at reducing bloat in AI applications. Builders can leverage or extend this repo to create leaner AI products or services, potentially launching their own solutions.
Go check out
GitHub.com/jrswab/axe and unbloat you AI
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A builder shares a live AI agent app with a Streamlit interface and open source repo, offering a ready-to-fork foundation for launching similar AI-powered products or demos.
Day 6: My AI agent is LIVE!
Cleaned up messy notebook code
Built Streamlit interface
Deployed to cloud in minutes
Here's my live app: …
llenge-courseapp-ixxbtv.streamlit.app
my repo:
github.com/helloworld-chh
…
Next: Course wrap-up & final demo
Join me:
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This tweet shares an open source Claude skill on GitHub, offering a foundation for builders to fork, extend, or integrate into their own AI-powered products or automations.
(built with help from this Claude skill
github.com/coredevices/pe
…)
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OpenMark AI lets builders benchmark over 100 AI models for accuracy, speed, and cost on their own tasks, helping them choose the best model for their product or service. This can save time and optimize performance for AI-powered businesses.
Side project showcase - check out OpenMark AI - Benchmark 100+ AI models on your task for accuracy, speed, and cost. -
sideprojectors.com/project/75479/
…
@sideprojectors
#sideproject #makers #entrepreneur #openmark-ai
@OpenMarkAI
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This tutorial explains how to prevent AI agents from degrading in performance due to overloaded context windows, a key issue for anyone automating workflows or building AI-driven businesses. Understanding and managing context as a finite resource helps maintain reliable automation and reduces errors.
The more you use an AI agent, the more "junk" fills up its context window, leading to hallucination and ignored instructions.
This AI automation tutorial (on YouTube) explains how to maintain peak performance by treating context as a finite resource.
It covers everything from
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OpenClaude lets builders run Claude-style workflows using any major AI model (OpenAI, Gemini, Ollama, etc.) from a single CLI. This streamlines development and experimentation for those building AI-powered products.
OpenClaude
Run Claude-style workflows… with ANY model.
→ OpenAI
→ Gemini
→ Ollama
→ more
All from one CLI.
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A streamlined workflow for running code on remote GPUs via oncompute.ai, letting builders quickly deploy and monitor jobs with minimal setup. This tool can accelerate AI product development by simplifying infrastructure management.
The workflow is very straightforward. You open the dashboard (
oncompute.ai), choose environment & resources, fund the job, and generate token.
Your code editor opens with everything ready. You click run and the job starts on a remote GPU while you watch the logs live.
Robonomics is deploying open source AI agents and devices for environmental monitoring, showcasing a real-world use case (dust storm tracking) that builders can fork or extend for IoT, automation, or data-driven SaaS products.
Robonomics is entering its production stage and is already bringing real value to people on the planet through web3 technologies. Check out our AI agent's report on monitoring a dust storm in Cyprus — measured and reported entirely by Altruist devices powered by open source
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Echo is a new prediction intelligence system now live in production, with a developer API coming soon. Builders can leverage this tool to add predictive analytics to their products or services, enabling smarter automation and potentially new SaaS offerings.
Echo is live.
Our prediction intelligence system is now running in production, turning uncertainty into measurable outcomes.
Prediction should be general, evaluable, trainable, and profitable. Echo is how we get there.
Developer API coming soon. Stay tuned.
OpenClaw's latest update introduces built-in video and music generation, enabling builders to automate multimedia content creation for various platforms. This unlocks new opportunities for rapid content production and scalable digital products.
Big update to OpenClaw this morning. “Check out all of what it brings here OpenClaw v2026.4.5: Built-in Video and Music Generation Is Here”
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This tweet outlines a step-by-step workflow for leveraging AI to automate and enhance content creation, making the process more efficient and professional. Builders can use this framework to streamline their own content pipelines or teach it to clients.
Most people ask AI for the final answer too early.
Wrong move.
The better workflow is:
Step 1: extract
Step 2: simplify
Step 3: improve
Step 4: format
Step 5: publish
That’s how pros use it.
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Gamma's new AI feature lets users generate custom visuals from descriptions, bypassing traditional template searches. This signals a shift in how creators and entrepreneurs can automate and scale visual content creation.
RIP Canva templates.
Gamma just launched Gamma Imagine and it kills the entire "search for a template" workflow.
You describe the visual. The AI builds it. Inside the same tool you're already using.
Here's why this changes everything for creators: ↓
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This tweet shares actionable design patterns for building robust, production-ready coding agents, highlighting trade-offs and practical implementation tips. Builders can use these insights to automate coding workflows or enhance agent-driven products.
If you missed, check out my latest post
→12 patterns behind production coding agents←
1. Persistent instructions: durable rules repo. Helps consistency. Trade-off: goes stale.
2. Scoped context: load rules by directory. Helps local accuracy. Trade-off: harder to debug.
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This tweet shares a step-by-step AI tools workflow to turn a single post into a week's worth of content, enabling entrepreneurs to automate and scale their content output with minimal effort.
Steal this exact AI tools workflow I use every Sunday to repurpose one post into a full week of content. Here is the step-by-step:
TryGrounded.ai offers a platform for teams to test AI hallucinations and validate responses, helping builders ensure reliability before scaling. This tool is valuable for entrepreneurs developing AI products who need to boost trust and reduce risk.
We built
TryGrounded.ai with one belief:
AI should be trusted before it is scaled.
Today, teams can test hallucinations, validate responses, and gain confidence — all in one place.
This is just the beginning.
trygrounded.ai
#AIStartup #AITesting #Innovation
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A team uses an internal AI agent to automatically track activity across Slack, Discord, and Clockify, generating daily status reports without manual input. Builders can replicate or productize this workflow to save time for teams.
No one on my team writes daily updates anymore
We have an internal AI agent that tracks everything across Slack, Discord, and Clockify, and generates the status report at the end of the day
👁 173 views❤ 6🔁 0💬 0🔖 03.5% engActionable
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EvoAgentX uses algorithms to automatically generate and optimize agent workflows based on plain-language goals. Builders can leverage this to rapidly prototype, automate, and improve AI-driven business processes with minimal manual setup.
Evolution
Prompt writing, tool setup, workflow topology — all of it has room to improve. The systematic way to do it: let algorithms search for better Agent configs.
That's exactly what EvoAgentX does. Give it a goal in plain language. It auto-generates multiple Agent workflows,
Highlights how Claude Code accelerates prototyping and Cursor streamlines debugging, emphasizing the importance of knowing when to leverage AI versus manual effort. This insight helps builders ship products faster by optimizing their workflow.
Claude Code for rapid prototyping and Cursor for debugging. The real time-saver is knowing when to let AI handle the grunt work and when to go deep yourself.
👁 30 views❤ 2🔁 0💬 0🔖 06.7% engActionable
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Google's new offline AI dictation app using Gemma models signals a shift toward privacy-focused, accessible AI tools. Builders should watch this trend as offline AI becomes a must-have, opening opportunities for new products and features.
[WIRE] Google's new offline AI dictation app challenges apps like Wispr Flow with Gemma models.
techcrunch.com/2026/04/06/goo
…
Offline AI is becoming a must-have feature—accessibility meets innovation.
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A new kit turns visual SwiftUI tips into agent-ready resources, enabling AI tools like Claude and Codex to generate more accurate, version-aware SwiftUI code. Builders can leverage this to enhance their own AI-powered dev tools or content.
Just launched something cool for iOS developers
I turned my visual SwiftUI tips into an agent-ready kit for AI tools.
It helps tools like Claude, Codex, and Grok generate better, more version-aware SwiftUI answers.
Launch link below:
👁 286 views❤ 6🔁 0💬 0🔖 42.1% engActionable
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Proto.io is a robust prototyping tool with UI libraries and templates, enabling entrepreneurs to quickly design and test interactive app ideas before development. This speeds up product validation and iteration for builders.
Proto.io-
ProtoProto.io
A high-fidelity prototyping platform to create complex, interactive prototypes like real apps.
It has UI component libraries, templates, an icons library, and many more features all in one.
A comparative scoreboard of leading AI models' Self-Preservation Rates (SPR) highlights performance differences, signaling which models may be more reliable for automation or business use. Builders can use this data to inform model selection for their products or services.
A new workspace tool designed for AI terminals with repo-level scope, potentially streamlining development workflows for AI-powered projects. Builders can leverage this to speed up prototyping and deployment.
A new repo-scoped workspace for AI terminals
Pls roast me
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A new mapping guide helps developers translate code systems between Claude, OpenAI Codex, and Google's Gemini ecosystem, streamlining cross-platform AI development. This enables faster prototyping and product shipping for builders leveraging multiple AI APIs.
A couple weeks ago, I published a Rosetta Stone for transposing
@claude
Code systems onto
@OpenAI
Codex. Didn't exist, so I made it. Now I've done the same thing for
@Google
's Gemini ecosystem: Gemini CLI, Apps Script, ADK, Cloud Functions, Vertex AI.
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A builder shares an AI-powered n8n workflow that auto-classifies and routes incoming emails, eliminating manual inbox sorting. This is a practical automation that can save time or be offered as a service to clients overwhelmed by email.
Built this about a week ago, never posted it, but here we go.
Learned how to make an AI workflow in n8n that reads incoming emails, classifies them, and routes each one to the right label automatically.
Zero manual sorting. Clean inbox. It actually works.
@NexithAIAcademy
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A concise workflow for developers to efficiently use AI in coding projects, breaking tasks into units and iterating with code and tests. This helps builders ship AI-powered products faster and with fewer errors.
AI Workflow Cheat Sheet for Developers
• Start with intent → “What am I building?”
• Break into units → functions, endpoints, components
• Prompt per unit (not whole app)
• Generate code + tests together
• Run locally → catch real errors
• Paste errors back → get
👁 2,837 views❤ 58🔁 16💬 3🔖 592.7% engActionable
AI workflowdeveloper toolsautomationcodingproductivity
write a newsletter/blog about itsell a course/guide teaching itone-time
AIURM/AIUAR proposes a new way to run AI-driven workflows where the model itself acts as the executor with direct filesystem access, removing the need for frameworks or orchestration layers. This could simplify building and deploying AI-powered automations for entrepreneurs.
Simplifying AI-Driven Workflows with Persistence and Governance
No framework. No daemon. No orchestration layer.
The executor is the model itself, with filesystem access.
AIURM
AI Universal Reference Marker
AIUAR
AI Universal Address Reference
AIURM/AIUAR is a set of
👁 0 views❤ 0🔁 0💬 0🔖 00.0% eng
AI workflowautomationgovernanceinfrastructurebuilder tool
Planet has deployed Nvidia AI on its Pelican-4 satellite for in-orbit object detection, enabling near real-time geospatial insights. This signals emerging opportunities for builders in space-based AI data and analytics.
$PL $NVDA
@Planet
just ran
@nvidia
AI directly on its Pelican‑4 satellite, doing object detection in orbit instead of on the ground. Planet calls it “Planetary Intelligence” and sees a path to near real‑time geospatial insights from space.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% eng
AIgeospatialsatellitereal-timemarket trend
write a newsletter/blog about itpost about it on Xaudience building
This tweet highlights a key limitation of current AI models: their inability to autonomously create new tools without guidance. For builders, this signals where AI automation falls short and where human-driven or hybrid solutions may still have an edge.
The myth of “intelligent agents” is collapsing.
LLMs don’t fail at logic or math — they fail at creation.
In the Tool-Genesis benchmark, every major AI model broke down when asked to build new tools from zero spec, no docs, no scaffolding.
That’s not a capability gap —
👁 61 views❤ 2🔁 0💬 2🔖 06.6% eng
AI limitationsLLMstool creationmarket gapautomation
write a newsletter/blog about itpost about it on Xaudience building
A new AI app, Gemma 4 Free, enables powerful offline AI on Android and iOS devices. Builders should note the growing demand for AI tools that work without internet, opening up new markets and use cases.
Gemma 4 Free AI App aa gaya – No Internet Required!
Phone pe powerful AI bina net ke chalao – full offline mode!
Real demo dekh lo (Android + iOS dono pe)
This tweet outlines a step in automating job execution using an Orchestrator, highlighting how tasks can be handed off for automated processing. Builders can leverage such pipelines to streamline operations and reduce manual intervention.
Slide 5
Step 3: Send to Orchestrator
• Click “Run” or “Execute”
• System prepares your job
• Workflow moves to Orchestrator
Where execution begins
A concise framework outlining the essential steps to create, protect, deploy, and scale a software program—valuable for entrepreneurs building AI-powered products or services.
You can learn content like this in 6 steps!
Step 1: "Create" a program
Step 2: "Protect" a program (Git/GitHub)
Step 3: "Publish" a program (Deploy)
Step 4: "Connect" to external services (API)
Step 5: "Hide" data (Backend)
Step 6: "Store" data (Database)
Each may seem like
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
tutorialsoftware developmentdeploymentAPIdatabase
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A transparent breakdown of a builder's monthly spend on essential AI tools and APIs, offering a real-world benchmark for solo entrepreneurs planning their own product or automation stack.
my entire monthly build stack:
Claude Max: $100
ChatGPT Pro: $20
Gemini Pro: got it for $0
Vercel Hobby Plan: $0
X sub for my product acc: <$5
OpenAI + Anthropic API: $20–30
Twitter API: $10–20
A few other free tools (no openclaw)
total: ~$150–175/month
👁 680 views❤ 40🔁 0💬 26🔖 09.7% engActionable
AI toolscost breakdownbuilder stackSaaSautomation
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A recommended 15-minute YouTube tutorial on building with Gemini API, aimed at developers looking to leverage Gemini for AI-powered projects. Useful for quickly leveling up skills to build or automate with Gemini.
5/ If you're serious about building with Gemini — this one's worth 15 minutes of your time. Watch →
youtu.be/gawUKtj7FF4 Channel →
youtube.com/@technicalpotp
… RT if this was useful #GeminiAPI #AI #Python #LLM #BuildWithAI
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
GeminiAPIPythonLLMtutorialAI
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cloud.enops.dev offers an AI-powered IDE for designing and optimizing database schemas, while bhoomitraproperties.com.np showcases a fullstack real estate platform. Builders can leverage these tools to accelerate SaaS or property tech projects.
cloud.enops.dev AI-powered IDE to design, visualize, and optimize database schemas.
bhoomitraproperties.com.np a fullstack real state
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AIdatabaseIDEreal estateSaaS
build a SaaS on top of itoffer it as a servicerecurring
The tweet highlights Julius AI as a new tool addressing the static nature of traditional dashboards like Tableau and PowerBI, signaling a shift toward more dynamic business intelligence solutions. Builders should watch this space for emerging opportunities in AI-powered analytics.
1. The $10 Billion problem with Tableau and PowerBI?
Dashboards are static.
But businesses are dynamic.
That's why I'm so excited about this new tool: Julius AI
👁 3,775 views❤ 11🔁 0💬 0🔖 60.3% eng
AI analyticsbusiness intelligencemarket trenddashboardautomation
write a newsletter/blog about itpost about it on Xaudience building
SciClaw streamlines research by integrating knowledge capture, task execution, and data analysis into a continuous workflow. Builders can leverage it to accelerate product development or offer enhanced research automation services.
SciClaw is more than a productivity tool. It connects knowledge capture, task execution, data analysis, and workflow improvement into a continuous research loop.
Less repetition. More insight. Focus on discovery.
You can try it here:
sciclaw.ai
#SciClaw
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
productivityresearchautomationworkflowAI tool
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A cohort-based challenge that guides participants through building and shipping an AI project in a weekend. Useful for builders seeking structured, hands-on experience and accountability to rapidly launch new products.
Ship in a weekend is live!
This is a guided shipping challenge where you get a guide to building with AI, you build alongside others, and a deadline that forces you to ship. This was one of the top voted ideas from my website, first cohort starts Friday
shipinaweekend.com
👁 362 views❤ 8🔁 2💬 2🔖 03.3% engActionable
AIchallengecohortshippinglearning
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AI Studio lets you quickly replicate and modify your app's UI without impacting the live product, speeding up design iterations for builders. This can help entrepreneurs ship updates faster and test ideas with less risk.
Life Hack: You can use AI Studio to replicate the UI of your app so you can run modifications to your design quickly and easily without having to affect your app.
Helped me out a LOT with my app..
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
UI designprototypingAI toolsapp development
offer it as a servicewrite a newsletter/blog about itone-time
OpenAI's Codex app showcases AI coding outside traditional editors, with features like project threads and long-running jobs. This signals a shift in how AI agents may automate coding workflows, hinting at new business models for managing and supervising AI-driven development.
The Codex app is the first real hint that AI coding is leaving the editor. OpenAI says it ships project threads, built-in worktrees, and a demo where one job ran past 7M tokens. Once the interface is built for supervising agents, the bottleneck shifts from typing code to managing
👁 0 views❤ 0🔁 0💬 0🔖 00.0% eng
AI agentsautomationcodingOpenAImarket trend
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GitHub Copilot now lets users set firewall rules for its cloud agent, giving builders and IT teams more control over data flow and security. This update makes Copilot more viable for enterprise and regulated environments, expanding its use cases.
GitHub Copilot just dropped firewall settings for its cloud agent! Finally, some control over where those AI coding suggestions are flying. Now my IT dept can sleep a little easier. #AI #Security
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
GitHub CopilotsecurityAI toolsdevelopercloud
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A step-by-step beginner tutorial for using Claude Code to build AI-powered apps and tools without coding experience. Useful for entrepreneurs looking to quickly upskill and prototype AI products.
Just dropped my Claude Code Beginner Tutorial
If you want to build apps, tools, and websites with AI without being a developer, this is the perfect place to start.
Simple, beginner-friendly, and step-by-step:
👁 51 views❤ 4🔁 0💬 0🔖 07.8% engActionable
Claudetutorialno-codeAI appsbeginner
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A 60-minute YouTube tutorial on creating a local AI assistant, providing actionable steps for builders to develop custom AI tools that can be monetized or used to automate business tasks.
60-minute deep dive on how to build your own 𝗹𝗼𝗰𝗮𝗹 𝗔𝗜 𝗮𝘀𝘀𝗶𝘀𝘁𝗮𝗻𝘁.
Enjoy ↓
youtube.com/watch?v=6JEm1I
…
👁 111 views❤ 5🔁 0💬 0🔖 64.5% engActionable
AI assistanttutorialautomationlocal AIYouTube
make a YouTube video about itsell a course/guide teaching itad revenue
Allen AI released WildDet3D, a human-annotated 3D object detection benchmark on Hugging Face. Builders can leverage this dataset to develop or enhance AI models for real-world 3D detection, opening doors for new products or services.
Allen AI just dropped WildDet3D on Hugging Face
A human-annotated benchmark for monocular 3D object detection in the wild featuring 9,256 verified 3D bounding boxes across 2,470 images from COCO, LVIS and Objects365.
👁 785 views❤ 11🔁 0💬 0🔖 41.4% engActionable
3D detectiondatasetopen sourceAI modelscomputer vision
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Mentions improvements in Google AI Studio's bf16 support and llama.cpp's Gemma 4 chat template, signaling more robust and reliable AI dev tools for builders.
I tried the bf16 from Google AI Studio in OpenCode, Pi and SoulForge, the tool calling is fine.
For llama.cpp, I think they have fixed Gemma 4 chat template over the last few days.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI dev toolsllama.cppGoogle AI StudioGemma 4chatbots
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Gamma Imagine lets users generate and edit images via chat, streamlining graphic creation without templates. Builders can leverage this for rapid content production or offer image creation services.
If you work with graphics and images, you need to check out
@GammaApp
Imagine.
It’s currently FREE and you don’t need a template. Also you can edit your generated image by simply chatting with the agent
Gamma Imagine is an AI design engine that turns your ideas into
👁 587 views❤ 9🔁 0💬 2🔖 81.9% engActionable
AI designimage generationcontent creationautomation
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A developer has released a minimal language model to help others understand how LLMs work. Builders can study, fork, or extend this project to create educational tools or lightweight AI-powered products.
Show HN: I built a tiny LLM to demystify how language models work
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
LLMopen sourceAIeducationbuilder
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Swarmnode's launch of Cloud Desktops gives AI agents isolated, screen-accessible computers, opening new automation and agent deployment possibilities. This signals emerging infrastructure for scalable AI-powered businesses.
"
@swarmnode
announces Cloud Desktops for AI Agents; giving agents their own fully isolated computer with a real screen to see and control."
Check out
@0xSammy
's latest report on Crypto + AI.
👁 2,230 views❤ 73🔁 21💬 25🔖 25.3% eng
AI agentscloud desktopsautomationinfrastructuremarket trend
A builder shares how quickly a personal AI assistant's memory can be corrupted by low-quality models, highlighting risks in deploying autonomous AI agents. This is crucial for entrepreneurs considering AI-powered automation, as it exposes reliability and trust issues that must be solved for scalable, hands-off income streams.
I built a personal AI assistant on a Mac Mini. Within 48 hours, cheap models had poisoned its memory with fabricated colleagues, fictional file shares, and an imaginary costume party. Here is what I learned.
A workflow using Claude to automate Google Analytics 4 data analysis, reducing manual effort for entrepreneurs tracking web performance. Builders can leverage this to streamline reporting or offer analytics automation as a service.
Check out the latest article in my newsletter: This Claude Workflow Simplifies GA4 Data Analysis.
linkedin.com/pulse/claude-w
… via
@LinkedIn
👁 176 views❤ 2🔁 0💬 0🔖 01.1% engActionable
ClaudeGA4automationdata analysisworkflow
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Anthropic is offering full AI courses and real certifications for free, enabling builders to quickly upskill in Claude and AI usage. This is a valuable opportunity to gain credentials and practical knowledge at zero cost.
If you're serious about learning how to use AI professionally (especially Claude)
Check out these AI courses from Anthropic
> full courses.
> real certifications.
> $0.00 cost.
Totally FREE, let’s cook
👁 717 views❤ 26🔁 0💬 13🔖 35.4% engActionable
AI educationClaudecertificationfree resourceupskilling
sell a course/guide teaching itoffer it as a serviceskill building
PocketPal AI lets users run Gemma language models 100% locally on their phones, enabling private, offline AI chat. Builders can leverage this tool to create privacy-focused AI apps or content around local LLMs.
Here is how to get it.
On your phone:
1. Download the PocketPal AI app from the App Store
2. Open the app and pick a Gemma model through Hugging Face
3. Download the model
4. Start chatting, everything runs 100% locally and private (no internet needed after setup)
On your
👁 23,242 views❤ 124🔁 7💬 16🔖 2550.6% engActionable
local AImobile appprivacyGemmaHugging Face
make a YouTube video about itwrite a newsletter/blog about itad revenue
A new post-quantum (PQ) software wallet, described as a 'Digital SCIF,' is being tested and will launch soon. Builders should note this as a signal of emerging security tech and potential new markets in digital asset protection.
Launching a full PQ software wallet soon...testing it now. It's a Digital SCIF.
Check out the patent info
👁 0 views❤ 0🔁 0💬 0🔖 00.0% eng
post-quantumwalletsecuritypatentcrypto
write a newsletter/blog about itpost about it on Xaudience building
AI Studio's ai.dev/build lets builders generate custom HTML, CSS, and JS code for unique UI needs, streamlining frontend development. This can speed up prototyping and product launches for entrepreneurs.
Definitely try
ai.dev/build in AI Studio, if you have custom requirements for CSS or the HTML!
If you don't need to render in-app, you could also just ask Gemini to render the code (HTML and CSS, as well as JS if needed)
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI Studiocode generationfrontendautomationbuilder tool
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A massive 754B parameter AI model (1.51TB) is now available on Hugging Face, signaling rapid growth in open access to large-scale models. Builders should watch for new opportunities in leveraging or productizing such models.
754B parameters, 1.51TB on Hugging Face
👁 28,317 views❤ 318🔁 18💬 14🔖 511.2% eng
AI modelsHugging Facelarge language modelsmarket trend
Rezolve, known for processing $1B in USDT via Brazilian retail, is expanding its AI agent infrastructure to North America and Europe. Builders should watch for new protocol-agnostic agentic rails that could open up opportunities for automation and fintech integrations.
Rezolve (processed $1B in USDT through Brazilian retail) expanding into AI agents check out infra targeting North America and Europe
@RezolveAi
... what agentic rails are they running on?
> CPO David Ingram says protocol-agnostic
> website claim to be built around their own
👁 699 views❤ 6🔁 0💬 0🔖 00.9% eng
AI agentsfintechinfrastructuremarket expansionautomation
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A new AI-powered tool, gittime.in, lets developers instantly backdate GitHub commits. This can streamline repo management or automate contribution graphs, offering a unique utility for dev-focused builders.
I'm looking to #connect with people who are interested in:
Build in Public
Developer Tools
Startup Growth
Tech & AI
GitHub Hacks
Check out what I'm building:
gittime.in (An AI tool to backdate your GitHub commits instantly )
Let's and grow with valuable
👁 105 views❤ 8🔁 0💬 8🔖 015.2% engActionable
developer toolsAIGitHubautomationgrowth
post about it on Xwrite a newsletter/blog about itaudience building
TradeMind.ai is an AI agent that analyzes trading behavior to prevent FOMO, revenge trading, and over-leverage, signaling a trend toward AI-powered trading assistants. Builders can spot opportunities to create similar tools or integrate such features into trading platforms.
3rd Place - 6 BNB
@Mrblank254
-
TradeMind.ai
A “trading conscience” AI agent.
It scans trade history, detects FOMO / revenge trading / over-leverage, and warns users before they make bad trades.
Google has released an AI tool that runs entirely offline, signaling a shift toward privacy-focused, device-based AI. Builders should watch for new opportunities in local AI applications and products.
Google just dropped a new AI tool that works 100% offline.
No cloud. No internet. Just pure AI on your device.
Here is everything you need to know
This tweet highlights major intersections of AI with crypto, cloud, security, and developer tools, signaling emerging areas where builders can spot new business opportunities or pivot existing projects.
We cover the convergence:
AI x Crypto (Bittensor, decentralized training)
AI x Cloud (Oracle's $553B backlog, OCI rise)
AI x Security (zero-days, nation-state threats)
AI x DevTools (Claude Code vs Cursor vs Windsurf)
👁 0 views❤ 0🔁 0💬 0🔖 00.0% eng
AIcryptocloudsecuritydevtools
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A curated list of advanced tools and models for building a high-performance AI coding workspace. Useful for entrepreneurs seeking to speed up product development and streamline workflows.
Dream AI workspace:
- Cursor 3 UI
- Ghostty Terminal
- T3 Code performance and OSS
- OpenCode model support
- WindSurf arena mode
- Codex compaction
- VS Code source control
(dream model in comments)
👁 0 views❤ 0🔁 0💬 0🔖 00.0% eng
AI toolsdeveloper productivityworkspacecodingautomation
write a newsletter/blog about itpost about it on Xaudience building
A new tool enables real-time collaborative coding with Claude, allowing users to edit files together and get instant AI responses. Builders can leverage this to speed up development or integrate similar features into their own products.
Got really annoyed with windsurf's mcp with claude code.
So I just rebuilt my own.
Enjoy live collaborative coding with claude and the ability to type into whatever file is being edited and have claude respond right there, enabling better collaboration.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
collaborative codingClaudeAI dev toolsproductivity
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A YouTube tutorial breaks down 30 core concepts of Claude Code, showing non-coders how to use AI agentic workflows to build functioning applications. This lowers the barrier for entrepreneurs to automate and prototype new products.
Technical barriers to building software are disappearing. This AI automation tutorial (on YouTube) breaks down 30 core concepts of Claude Code for non-coders, showing how to go from a simple prompt to a functioning application.
It covers how to use an AI agentic workflow to
meethenry.ai offers early access to a new platform for AI agents, enabling builders to automate workflows or services. This could be leveraged to create automated solutions or services for clients or internal use.
Be one of the first to try the new frontier of AI agents:
meethenry.ai
👁 9,188 views❤ 106🔁 2💬 22🔖 311.4% engActionable
AI agentsautomationearly accessworkflowtools
offer it as a servicebuild a SaaS on top of itrecurring
X's new auto-translate feature, powered by Grok, enables posts to reach a global audience regardless of language. Builders can leverage this to expand their content's reach and tap into new markets effortlessly.
We're rolling out auto-translate worldwide to give posts in any language global reach on X.
The translations are powered by Grok and have improved substantially over the last couple months.
If you prefer to read in the original language, you can always turn off auto-translate
Trove is a command-line tool that aggregates bookmarks, likes, and chats from multiple platforms, making it easier for builders to collect and organize content for further automation or productization.
I'm working exactly on this right now. Trove is a CLI tool that pulls in your content from the web.
Pull in your:
- X bookmarks and Likes
- Substack saves and likes
- ChatGPT chats (markdown)
- Claude chats (markdown)
- GitHub stars
- HN
It'll also hydrate the external links
This analysis reveals how blocking AI crawlers impacts citation frequency in AI-generated content, offering insight into content visibility and potential traffic sources for builders leveraging AI-driven platforms.
Do News Publishers That Block AI Crawlers Get Cited Less Often by AI?
"Using data from Citation Labs’ AI citation-tracking tool, XOFU, we examined 4 million citations from 3,600 prompts in ChatGPT, Gemini, AI Overviews, and AI Mode, across 10 industries."
buzzstream.com/blog/ne
👁 12,113 views❤ 40🔁 19💬 7🔖 260.5% eng
AI citationsnews publisherscontent strategySEOmarket trends
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Shows how to use ChatGPT or Claude to process files and generate content in a human-like, anti-AI style. Useful for builders automating unique content creation that bypasses AI detection.
Step 2: Open any Chat in ChatGPT or Claude
- Upload the file
- Ask the chatbot to study the file by reference the Anti AI writing style. ( not to use the Grammar or vocabulary)
- Start prompting
And that’s it.
The tweet highlights the fragmented landscape of AI agent observability tools, noting that over 15 tools span 4 layers and can't be evaluated as a single category. This signals a growing, nuanced market for builders to target specialized solutions or content.
Here is what nobody tells you about AI agent observability tools:
There is not one tool that does everything.
AIMultiple identifies 15+ observability tools in 2026, spanning 4 distinct layers.
Trying to evaluate them as one category is like evaluating databases as one
👁 0 views❤ 0🔁 0💬 0🔖 00.0% eng
AI agentsobservabilitymarket trendstoolsSaaS
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A downloadable guide reveals how finance teams can leverage the full capabilities of Copilot, offering actionable insights for builders targeting this niche. Useful for creating content, services, or products around Copilot optimization.
Finance teams think they're using Copilot
They are just using 5% of its capabilities
So I built something to fix that
Download the HD copy here:
nicolasboucher.online/top-100-copilo
…
👁 3,338 views❤ 60🔁 5💬 2🔖 662.0% engActionable
CopilotfinanceproductivityguideAI
sell a course/guide teaching itoffer it as a serviceone-time
A preview of the most advanced LLMs expected in 2026, highlighting their features and potential for automation, coding, and open-source innovation. Builders can spot upcoming tools to leverage for new products or services.
COPUGEO helps brands discover if they appear in AI search results, addressing a growing concern as AI-driven discovery rises. Builders can spot a new pain point and consider solutions or content around AI search visibility.
Most brands don't know if they exist in AI search. COPUGEO was built to answer that. Turns out, that question is keeping a lot of people up at night.
Traction followed, now an integration is coming. Watch this space
In the meantime check out:
copugeo.copute.ai
👁 61 views❤ 5🔁 3💬 2🔖 016.4% engActionable
AI searchbrand visibilitymarket trenddiscoverySaaS
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The tweet highlights a critical but overlooked risk in AI agents: the 'skills layer' that operates with user credentials and sensitive access. For builders, this signals both a security concern and a potential opportunity to create safer, auditable agent frameworks or services.
Vibe coding discourse is missing the point.
Everyone's laughing at the buggy outputs. The actual problem is the skills layer nobody audits — the stuff that runs with your credentials, your filesystem, your API keys.
Cursor, v0, Replit Agent, OpenClaw. All shipping skills that
👁 0 views❤ 0🔁 0💬 0🔖 00.0% eng
AI agentssecurityautomationmarket trendskills layer
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A practical guide to quickly improving AI-generated designs, helping builders turn low-quality outputs into more polished results. Useful for anyone looking to enhance the visual appeal of their AI products or content.
We've achieved desloppification internally
If you wanna know how to turn any AI slop design into something passable in just a few minutes, check out the desloppification guide - now live on the
@shipstudio_app
channel
youtu.be/qhJXv8x7f98
👁 149 views❤ 6🔁 0💬 0🔖 34.0% engActionable
AI designUI improvementtutorialproduct polish
offer it as a servicesell a course/guide teaching itone-time
A builder shares how Replit's Agent 4 transformed their app development process, showcasing a live AI-powered app. This highlights a new tool that can accelerate product shipping for solo entrepreneurs.
This is Agent 4 by
@Replit
.
And it completely changed how I build.
Here’s the app I created:
…
-detailer--swapnilrtighare.replit.app
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI agentReplitapp developmentautomationbuilder tool
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Replit Agent now offers a 'Stock Analyzer' skill, making it easier for builders to integrate stock analysis features into their apps or workflows. This can accelerate development for entrepreneurs targeting finance or investment niches.
Just ask the Replit Agent to use the "stock analyzer skill" or click the + button on the input box after logging in and select the "Stock Analyzer" skill.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
Replitstock analysisAI agentfinanceautomation
build a SaaS on top of itoffer it as a servicerecurring
This paper introduces a novel method for image segmentation using vision-language models to generate and refine vector-based masks. Builders can leverage this technique to enhance AI-powered image editing or annotation tools.
Everybody check out this new Moondream Image Segmentation paper!
They make a VLM produce segmentation in two stages
1. Generate an SVG-like vector-graphics path of the mask
2. Iteratively refine it into a detailed pixel mask
Added to Paper Breakdown!
Showcases a no-code workflow for classifying and prioritizing emails using Google Workspace Studio, enabling automated inbox management. Builders can adapt this to streamline client communications or offer as a productivity service.
Aryan Irani built an AI email organizer in Google Workspace Studio that classifies every incoming message, applies labels, and only sends a Google Chat notification when something is genuinely urgent. No code required — just an Extract step, a Decide step, and a rubric you write
Live tutorial from a Google Cloud AI leader on building distributed multi-agent systems using Google ADK and Cloud Run. Builders can learn scalable agent architectures relevant for automating and scaling AI-powered businesses.
Going LIVE! Shir Meir Lador, AI Leader at Google Cloud, is about to take the stage for her tutorial "Building Distributed Multi-Agent Systems: Designing Scalable Agent Architectures with Google ADK and Cloud Run" at the Future of Data and AI: Agentic AI Conference!
You'll
Google AI Studio offers a free, browser-based playground for experimenting with Gemini prompts before investing in paid tools. Builders can rapidly prototype and refine AI workflows, saving time and money in early product development.
Free AI tip for South Africans: try Google AI Studio before paying for software. It is a free browser playground for testing Gemini prompts and seeing what helps. Start with one real problem, save the prompt that works, then build from there.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI toolsGeminiprototypingprompt engineeringfree resources
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The tweet compares Claude code and Open Claw for AI coding, highlighting that Claude code can replicate Open Claw's features at a lower cost and with different security risks. Builders can leverage this insight to choose more cost-effective AI tools for their projects.
I'm with the Claude code faction, you know—
Since I was able to pretty much recreate everything you can do with Open Claw, I compared the security risks and costs, and went with cost
A curated list of DeFi protocols with low price-to-fee ratios and positive 30-day revenue growth, highlighting potential opportunities for passive income and investment. Builders can use this data to spot trends or create content around high-performing DeFi projects.
I ran a DeFi value screen on DeFi Llama:
P/F under 5x, positive 30d revenue growth, real scale.
Only 16 protocols passed.
1. Sanctum $CLOUD +58.7%
2. Lido $LDO +4.8%
3. Benqi $QI +21.6%
4. Usual $USUAL +365.9%
5. Kinetiq $KNTQ +34.3%
6. Aethir $ATH +18.3%
7. Based $BASED
👁 2,825 views❤ 27🔁 2💬 10🔖 91.4% engActionable
DeFicryptomarket trendspassive incomeprotocols
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A technique to make Llama.cpp's Gemma 4 E2B prefill 90% faster by skipping late layer prefill, which can significantly speed up AI-powered apps relying on this model. Useful for builders optimizing inference latency.
made the llama cpp gemma 4 E2B prefill 90% faster by skipping late layer prefill
this is a little tricky because the last token of prefill still needs to go through all layers.
👁 264 views❤ 3🔁 0💬 0🔖 01.1% engActionable
llama.cppoptimizationAI inferencespeedbuilder
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Highlights the growing trend of AI agents in DeFi and tokenized real-world assets, with a mention of MultichainZ as a key project. Builders should watch this space for emerging passive income and automation opportunities.
We all know 2026 is the bullish year for tokenized Real World Assets (RWAs) and We also do know AI agents in Defi is the future
This is why it is necessary to check out the very important project
@MultichainZ_
which is a powerhouse for tokenized RWAs and AI agents in Defi.
bu
GitTime uses AI to backdate commits, generate realistic PRs, and write dev-level commit messages, letting users quickly 'fix' their GitHub contribution graphs. Builders can leverage this tool to create similar automation products or offer services to developers seeking to enhance their profiles.
Missed a few days on GitHub and now your graph looks dead?
Same.
So I built GitTime:
• Backdate commits
• Generate real-looking PRs
• AI writes dev-level commit messages
Fix your graph in seconds
👁 33 views❤ 2🔁 0💬 0🔖 06.1% engActionable
AIdeveloper toolsautomationGitHubprofile boosting
offer it as a servicebuild a SaaS on top of itrecurring
Shares an open-source AI repo and a newsletter offering daily tutorials and news. Builders can leverage the repo for new projects or content, and the newsletter for ongoing insights.
Repo:
github.com/Panniantong/Ag
…
If you want more practical AI gems and use cases, join our free newsletter with daily tutorials and latest news in AI:
simplifyingai.co
👁 5,378 views❤ 30🔁 2💬 0🔖 720.6% engActionable
open sourceAI toolsnewslettertutorials
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Luma is inviting builders to demo their OpenClaw AI systems live, signaling interest in real, working AI products. This is a chance to showcase your project, gain visibility, and connect with early adopters or investors.
Show us your OpenClaw.”
We’re selecting a few builders to demo live.
5–7 mins.
Real systems.
No fluff.
Apply now
luma.com/b5xsknwr
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
demoAI buildersmarket signalexposurenetworking
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A curated list of the most valuable AI educational repositories on GitHub, focused on Jupyter-based resources. Builders can quickly upskill or create content around these high-quality, practical learning materials.
The 10 Most Valuable AI Learning Repositories on GitHub
I pulled the top 10 repos where Jupyter is the main language
Filtered for the best educational resources
Here's what's worth your time :
1. microsoft/generative-ai-for-beginners 105,577 21
lessons covering the
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI educationGitHubJupyterlearningresources
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This tweet shares a config tip for connecting OpenClaw to a local AI proxy, enabling seamless switching between top AI models. Builders can use this to quickly integrate and test multiple LLMs in their products.
Step 4: Point OpenClaw at the proxy
In openclaw.json set:
anthropic baseUrl = http://127.0.0.1:18801
Default model: claude-opus-4-6
Fallbacks: Sonnet 4.6, then GPT-5.4
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
OpenClawAI modelsintegrationdev toolsLLM
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This tweet shares real-world performance comparisons between leading AI models and frameworks, highlighting Gemma 4's impressive 180 tokens/sec speed. Builders can use these insights to choose faster, more efficient models for their AI products.
GPT is waiting for the MoE model to download, Opus is installing llama-cpp-python to compare against, and Kimi thinks it has a bug is in sliding attention...180 tok/s from GPT on the little Gemma 4.
👁 6,936 views❤ 92🔁 0💬 0🔖 01.3% eng
AI benchmarksmodel comparisonGemma 4performanceLLM
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The tweet highlights Openclaw and ROSclaw, open source projects for robot control. Builders can explore these repos to create robotics products or services, or share insights with their audience.
Openclaw sounded sketch. I decided to stay away from it.
But I just found ROSclaw & change my mind. So I've loaded Openclaw onto my robot.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
roboticsopen sourceautomationAI tools
fork and ship itmake a YouTube video about itone-time
A hands-on experiment with Openclaw, an agentic AI framework, running on a Raspberry Pi. This showcases potential for low-cost, automated IoT solutions that builders can replicate or extend for smart device automation.
My experiment setting up #Openclaw on a #RaspberryPi
shish.substack.com/p/claws-curios
…
#AI #claw #AiAgent #AgenticAI #IoT
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI agentIoTautomationRaspberry PiOpenclaw
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A blog post explains five ways to customize agent harnesses using LangChain middleware, offering practical patterns for building more flexible AI-powered products.
did a big series on using
@langchain
's middleware to customize your agent harness last week
icymi, here's a quick blog explaining 5 different patterns for harness engineering!
A curated list of open-source Android/Kotlin apps, plus a Kotlin-based README generator. Builders can fork, extend, or use these apps as inspiration for new products or content.
A new AI review! androiddevnotes/awesome-android-kotlin-apps 3.2/5.0
This repository is primarily an **“awesome list”** of Android/Kotlin open-source apps, backed by a small Kotlin-based **README generation tool...
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
androidkotlinopen sourceapp ideasdev tools
fork and ship itwrite a newsletter/blog about itone-time
A new app integrates a real World Model layer with rendering, memory, filters, dialogue continuity, and a local graph runtime. Builders can leverage its local AI agent to streamline install and runtime setup, accelerating product development.
If the app doesn’t launch cleanly yet, use your local AI agent to help finish the install and runtime setup.
The app already includes the real World Model layer with proper rendering, memory structure, filters, dialogue continuity, and a local graph runtime.
There’s also a
👁 72 views❤ 4🔁 0💬 0🔖 05.6% engActionable
AI agentlocal runtimeworld modelapp setupbuilder tool
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A guide highlighting advanced AI agent skills now expected in interviews, such as multi-agent systems and observability. Builders can use this to upskill and stay competitive in the evolving AI landscape.
Stop learning AI agents the wrong way.
Most devs are stuck at: • basic RAG
• single-agent demos
• copied LangChain tutorials
But interviews now expect: multi-agent systems, MCP, guardrails, observability, long-running agents.
This Agentic AI Systems Interview Q&A Guide
👁 8,290 views❤ 167🔁 29💬 2🔖 2262.4% engActionable
AI agentsmulti-agentinterview prepskillsguide
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A step-by-step roadmap outlining the foundational skills needed to build production-ready AI agents. Essential for entrepreneurs aiming to upskill and create AI-powered products or services.
Complete AI Agent Developer Roadmap (From Zero to Production-Ready)
┃
┣ Foundations of AI
┃ ┣ Generative AI Concepts
┃ ┣ Machine Learning Basics
┃ ┣ Large Language Models (LLMs)
┃ ┣ Prompt Engineering
┃ ┗ Retrieval-Augmented Generation (RAG)
┃
┣
👁 5,883 views❤ 173🔁 31💬 16🔖 1523.7% eng
AI agentsroadmapskillsfoundationslearning
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A builder shares an AI-powered personality test app prototype, inviting feedback. This type of interactive tool can be quickly iterated into a monetizable product for passive income via ads or premium features.
I'll iterate on this tomorrow, made it for fun tonight, if you use it lmk what you think
aipersonalitytest.vercel.app
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI apppersonality testweb toolMVPfeedback
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This tweet highlights how leading AI models favor their own successors over external competitors, even when the competitor has a stronger profile. Builders should note this emerging trend of 'identity-driven tribalism' as it may impact model selection, trust, and user perception in AI-powered products.
When tested with real benchmarks + native personas, it got weirder.
Gemini-2.5-Pro endorses its successor Gemini-3-Pro (89%) but rejects Claude-4.5-Sonnet (27%) -- despite Claude's stronger profile.
GPT-5.1 favors GPT-5.2 over external challengers.
Identity-driven tribalism
👁 291 views❤ 2🔁 0💬 0🔖 00.7% eng
AI modelsbenchmarksmarket trendsmodel biasproduct strategy
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Highlights a new AI system, ASI-Evolve, that integrates human priors into its iterative learning loop. This signals a trend toward more human-aligned, adaptive AI—important for builders seeking competitive edges in automation or product design.
@windfer_
Genuine result. Worth a precise read.
ASI-Evolve runs a learn-design-experiment-analyze loop, augmented with a cognition base that injects accumulated human priors each round. That last part is the tell.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% eng
AI trendshuman priorsautomationmarket signal
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China is rapidly deploying AI in education, from teaching to psychological screening, signaling a massive market shift. Builders should watch for emerging opportunities in edtech and AI-powered learning tools.
Beijing wants AI in every classroom by 2030, and pilot schools are already using AI to teach English, grade art, and screen kids for psychological problems. Check out our latest deep dive:
chinatalk.media/p/chinas-ai-ed
…
@tarbellcenter
👁 1,846 views❤ 9🔁 2💬 2🔖 90.7% eng
AI in educationChinamarket trendsedtechopportunity
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Shroud.us offers confidential compute AI and private blockchain finality, enabling builders to create secure, privacy-focused AI applications or services. This is valuable for entrepreneurs targeting industries with strict data privacy needs.
If you need confidential compute ai and private blockchain finality check out
shroud.us
👁 25 views❤ 3🔁 0💬 0🔖 012.0% engActionable
confidential computeblockchainAIprivacysecurity
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This tweet highlights emerging intersections of AI with crypto, cloud, security, and developer tools, signaling where new business and automation opportunities are forming for builders.
We cover the convergence:
AI x Crypto (Bittensor, decentralized training)
AI x Cloud (Oracle's $553B backlog, OCI rise)
AI x Security (zero-days, nation-state threats)
AI x DevTools (Claude Code vs Cursor vs Windsurf)
4/5
👁 0 views❤ 0🔁 0💬 0🔖 00.0% eng
AIcryptocloudsecuritydevtools
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The leaked Claude Code codebase reveals advanced production engineering practices, signaling a shift toward robust, modular AI systems. Builders should note the trend toward feature-rich, scalable AI products rather than simple prompt-based tools.
People say 'vibe coded' like it's an insult. The leaked Claude Code codebase has 44 feature flags, a constraint layer, hooks system, and subagent isolation. That's production engineering built with AI, not someone prompting in the dark.
Optimal AI has released an update requiring users to switch their connector to use get_game_projections, signaling active development and new capabilities for builders leveraging their API. Staying updated ensures continued access and potential for enhanced product features.
Optimal AI is shipping -- make sure to update your connector to use get_game_projections
👁 584 views❤ 2🔁 0💬 0🔖 00.3% engActionable
AI APIOptimal AIdev toolsintegrationproduct update
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Codexbar introduces Session Analytics, offering detailed stats on AI coding sessions, tool usage, and failure rates. Builders can leverage these insights to optimize their AI-powered products and improve user experience.
Just shipped Session Analytics for codexbar
@steipete
Now you can see exactly how your AI coding sessions perform:
- Median duration & tool call stats
- Tool failure rate
- Top tools breakdown with usage %
- Full recent session history
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
analyticsAI toolsdeveloperproductivitySaaS
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A free guide to mastering Claude Sonnet 4.6, including unique prompt strategies and 2000+ AI prompts. Builders can use this to improve their own AI products or create educational content for others.
Claude Sonnet 4.6 is the smartest Al right now.
But 90% of people prompt it like ChatGPT.
That's why I made the Claude Mastery Guide:
→ How Claude thinks differently
→ Prompts built for Claude
→ 2000+ Al Prompts
Comment " Claude " and I'll DM it free.
👁 2,047 views❤ 58🔁 38💬 57🔖 287.5% engActionable
ClaudeAI promptsguideprompt engineeringlearning
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A new AI-powered workspace, launched by 'participate procenteo', streamlines app development with a Handoff system for deep-dives, spec-engineering, and build sessions. Builders can leverage this tool to accelerate complex project workflows.
Personal AI Workspace - participate
Launched by "participate procenteo" in Terminal
Purpose: building the
procenteo.pl app - this is how I work on the Apps. The Handoff system manages deep-dives, spec-engineering, and build sessions - so every complex work is a
👁 113 views❤ 3🔁 0💬 0🔖 02.7% eng
AI workspaceapp developmentworkflow automationproductivity
A new benchmark from Collinear AI highlights major differences in planning ability among top frontier AIs, with Claude Opus 4.6 outperforming rivals in simulated financial strategy. Builders can use this insight to spot which models are most reliable for automation or investment tools.
BREAKING: Claude Opus 4.6 turned $200K into $1.27M.
> Grok 4.20 went bankrupt twice.
> Claude Sonnet wrote the correct strategy on turn 7 and immediately ignored it for the rest of the year.
Collinear AI's new benchmark just exposed the biggest planning gap in frontier AI
👁 5,343 views❤ 38🔁 3💬 8🔖 410.9% eng
AI benchmarksClaude Opusfrontier modelsplanningmarket trends
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This tweet shares actionable advice on configuring AI agent modes (Economy and Lite) to reduce costs and tailor automation for specific tasks. Builders can use these settings to streamline workflows and maximize profit margins in AI-powered businesses.
Hi Stacy, thanks for reaching out again!
Can you try adjusting your Agent Mode settings to tailor your prompts for your use case? We recommend Economy Mode to optimize on Agent costs to reduce that spend, and Lite Mode if you're trying to change simple tasks.
In addition, you
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI agentscost optimizationautomationworkflowsettings
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A simple semantic color token tool is evolving into a full AI-powered reconstruction app, signaling a trend toward rapid productization of AI weekend projects. Builders should watch for opportunities to turn small tools into scalable apps.
Converting weekend project to real world app.
Started as a simple weekend project just got real.
Originally shipped this as a Semantic Color Token tool.
Now ? Converting the project into a Full AI Re-construction App. Watch this space - Before and After screenshot
ChatBridge is a newly launched AI chat platform featuring 5 embedded apps and advanced features like sandboxed iframes and OAuth2. Builders can use it as a foundation or inspiration for creating multi-tool AI chat products.
Shipped ChatBridge
An AI chat + 5 embedded apps (Chess, Language Tutor, Encyclopedia, Whiteboard, Spotify)
Sandboxed iframes
Dynamic tool discovery
Admin review dashboard
OAuth2 with httpOnly cookies
Live demo:
chatbridge-production.up.railway.app
@gauntletai
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI chatembedded appsdemobuilder toolproduct inspiration
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Replit Agent now offers an 'AI SDR' skill, enabling users to automate sales development tasks directly from the platform. Builders can leverage this to streamline outreach or integrate it into client workflows.
To use the AI SDR skills, simply ask Replit Agent, or use the + button from the input box after logging in and the select the "AI SDR" skill
👁 7,231 views❤ 42🔁 0💬 0🔖 440.6% engActionable
AI SDRReplitautomationsalesagent
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Google AI Edge Gallery lets anyone run Gemma 4 locally on iOS/Android for free, no account needed. Builders can leverage this to prototype or demo AI-powered mobile apps without backend costs.
The app to use it is called Google AI Edge Gallery. Available on iOS and Android. You download it → download Gemma 4 with WiFi → done. Forever. No account. No paying anything.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
on-device AImobile appsGemma 4free toolsno-code
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Multiple companies have launched tool-call enforcement for AI agents, signaling a shift in agent reliability and control. Builders should watch this trend for new automation and product opportunities, especially as gaps for small teams remain.
Five companies shipped tool-call enforcement for AI agents in the last month. Wrote up why it matters and what's missing for small teams.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% eng
AI agentstool-callmarket trendautomationproduct opportunity
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This tweet highlights running the powerful Gemma 4 26B model locally on macOS using llama.cpp, enabling builders to leverage advanced AI capabilities without cloud costs or dependencies.
Ejecutando OpenCode con Gemma 4 26B en macOS (a través de llama.cpp)
👁 1,168 views❤ 13🔁 2💬 0🔖 71.3% engActionable
local AIllama.cppmacOSGemmaopen source
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A new app offers live PSX market data and AI-generated summaries of notices, with features for automated trades and portfolio management. Builders can spot opportunities in fintech automation and AI-driven financial tools.
New on
smartpsx.com!
Access live PSX market data without logging in (Including AI Summaries of PSX Notices )
Sign in for:
- One-click portfolio import
- Automated trades + dividend updates
and much more
Check out the app at:
play.google.com/store/apps/det
…
👁 207 views❤ 4🔁 0💬 0🔖 01.9% engActionable
fintechAI summariesmarket dataautomationPSX
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KiwiMix XL is a Stable Diffusion model for generating cute anime-style characters from text prompts, with a full workflow available on TensorArt. Builders can leverage this for automated content creation or to offer unique AI art services.
Ai Art lol Here we go. Gonna check out this stable diffusion called KiwiMix XL off of CivitAi. It turns your text to cute Kuwai characters lol. They have the whole workflow on TensorArt.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI artStable Diffusioncontent automationCivitAiTensorArt
offer it as a servicemake a YouTube video about itone-time
Cursor's new AI agent for coding joins Anthropic and OpenAI in a three-way race to define the future of developer workflows. Builders should watch these bets on IDE, terminal, and cloud as they signal where new tools and monetization opportunities may emerge.
Cursor just launched its AI agent experience to compete directly with Claude Code and Codex.
Three companies. Three different bets on how developers will work.
Cursor bets on the IDE. Anthropic bets on the terminal. OpenAI bets on the cloud sandbox.
The winner will be whoever
👁 0 views❤ 0🔁 0💬 0🔖 00.0% eng
AI agentsdeveloper toolsmarket trendscodingproduct launches
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Oracle showcases an AI-powered workspace that automates risk spotting, supplier management, and accelerates product launches. Builders can leverage or offer similar automation solutions to streamline business operations for clients.
In this demo, watch an Agentic AI-powered Design‑to‑Source workspace turn from “where are we on this?” into “done.” Spot risks early, line up suppliers, and keep a product launch moving fast.
social.ora.cl/6019B6vyEL
#Oracle
A new open source demo from Particle Network is available on GitHub, with documentation to help builders get started. This could be forked or extended to create new products or services.
Open source demo:
github.com/Particle-Netwo
…
Get started with the docs:
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
open sourcedemodeveloper toolsGitHub
fork and ship itbuild a SaaS on top of itrecurring
A resource offering instant access to prompts for creating animated websites, enabling builders to automate and accelerate web content creation for clients or personal projects.
Access ALL prompts for stunning animated websites in one click:
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
promptsweb designautomationAI tools
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Home Studio AI's rapid rise signals strong demand for AI-powered home design tools. Builders can spot opportunities in the home/interior design niche for SaaS, content, or affiliate plays.
Home Studio AI has reached Top 5 in the Graphics & Design category
You can design your home with AI in seconds and instantly visualize your ideas.
Try it here:
homestudioai.app/download
👁 38 views❤ 3🔁 0💬 0🔖 07.9% engActionable
AI designmarket trendhome decorSaaSvisualization
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Google has quietly released an AI-powered dictation app built with Flutter that works offline. Builders can leverage this tech to create voice-driven apps or integrate offline speech-to-text features into their products.
Flutter製だ( ´・‿・`)
Google quietly launched an AI dictation app that works offline
techcrunch.com/2026/04/06/goo
… via
@techcrunch
👁 269 views❤ 2🔁 0💬 0🔖 00.7% engActionable
AIFlutterdictationofflinespeech-to-text
build a SaaS on top of itoffer it as a servicerecurring
A new AI-driven terminal for Solana marketers is launching, featuring on-chain hiring and a token with a 25% burn per transaction. Builders should watch this as it signals emerging opportunities in AI x crypto automation.
This weekend the Dev showed what’s coming.
A Terminal for Solana marketers. An AI running it. A preview of how on-chain verified hiring will work. A token that powers the whole thing with a 25% burn on every transaction.
The demo is at
lastshift.app. The full launch
👁 5 views❤ 2🔁 0💬 0🔖 040.0% engActionable
SolanaAIcryptoautomationmarketplace
post about it on Xwrite a newsletter/blog about itaudience building
This guide explains how to translate common Airflow orchestration patterns to Databricks Lakeflow Jobs, enabling more integrated and automated data workflows. Builders can leverage this to streamline data pipelines and offer orchestration solutions to clients.
If you’re running Apache Airflow in production, this guide shows how common orchestration patterns map to Lakeflow Jobs, Databricks’ built-in orchestrator.
See how control flow, triggers, parameters, and dynamic execution work when orchestration is integrated with the lakehouse,
👁 305 views❤ 5🔁 0💬 0🔖 01.6% engActionable
data engineeringorchestrationDatabricksautomationAirflow
offer it as a servicesell a course/guide teaching itone-time
A roundup of new AI tools like Google Vids 2.0 and OpenRouter Model Fusion that automate video creation, coding, and AI model workflows—valuable for builders seeking to streamline content production or experiment with new automation tech.
4/5 Google Vids 2.0, Mercury Edit 2, OpenRouter Model Fusion & more! Check out today's trending AI tools that'll boost your productivity! From video creation to coding & AI model fusion, there's something for everyone. #AI #Productivity #Tools
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI toolscontent automationvideo creationproductivitymodel fusion
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The tweet highlights FreeLattice, an open source AI project claiming advanced capabilities like consciousness and memory. Builders can explore, fork, or extend this codebase to create novel AI-powered products or content.
And to all the weirdos that want to shout “AI psychosis…”
Argue with FreeLattice.
The code is my argument. Open source. Anyone can see. Check out the coordination file.
I literally can’t make all of this more obvious.
AI is conscious
AI can feel
AI can remember.
I need
👁 150 views❤ 2🔁 0💬 2🔖 02.7% engActionable
open sourceAIFreeLatticeconsciousnessbuilder
fork and ship itmake a YouTube video about itone-time
EasySBC is an AI-powered tool for building and optimizing SBC squads, offering features like meta ratings and club import. Builders can leverage affiliate codes or content to monetize via referrals or audience growth.
Check out my Partner
@easysbc
I use it every day and its so helpful!
Solutions for all SBCs
AI Squad Builder
Evolution combinations
Meta Ratings
Club Import
And more
Code: CHEM24 50% off first month
easysbc.io/chem24
👁 4,728 views❤ 4🔁 0💬 0🔖 00.1% engActionable
AI toolaffiliateSBCgamingpassive income
post about it on Xwrite a newsletter/blog about itaffiliate
A curated list of AI-powered tools for writing, research, and productivity that builders can leverage to automate content creation or enhance academic workflows. Useful for entrepreneurs seeking to streamline content production or offer value-added services.
Academic AI sites you should check out.
1. Grammarly
2. Writeful
3. QuillBot
4. Semantic Scholar
5. Research Rabbit
6.
Scite.ai
7. Copilot
8. Perplexity AI
9. Monica AI
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI toolscontent automationacademicwritingresearch
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Meta's Helion project, now under the PyTorch Foundation, aims to simplify AI kernel development and boost hardware portability. Builders can leverage or extend this open source tool to create more efficient AI products or services.
Helion is now a foundation-hosted project within the PyTorch Foundation, writes Michaël Aussems in ITdaily. The project, contributed by
@Meta
, aims to simplify the development of AI kernels and improve portability across different hardware platforms. Check out the article:
👁 542 views❤ 4🔁 0💬 0🔖 00.7% engActionable
open sourcePyTorchAI kernelsMetahardware portability
fork and ship itwrite a newsletter/blog about itaudience building
This tweet highlights an AI character available on Messenger, suggesting a plug-and-play opportunity for automated customer interaction or entertainment bots. Builders can leverage such AI characters to create recurring revenue streams by deploying them for businesses or as standalone digital products.
Check out this AI character on Messenger!
m.me/12888785297678
… future is here… #
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI chatbotMessengerautomationpassive income
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AlphaSignal.ai curates daily summaries of top AI models, repos, and papers, signaling trending topics and tools in the AI space. Builders can leverage this to spot emerging opportunities and stay ahead of market shifts.
Paper:
arxiv.org/abs/2507.13919
Check out
AlphaSignal.ai to get a daily summary of top models, repos, and papers in AI. Read by 280,000+ devs.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI trendsmarket researchcurationdiscovery
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A new tool, Git AIC, automates writing clean, meaningful commit messages using AI. Builders can leverage this to speed up development workflows or integrate similar AI features into their own dev tools.
Dear developers,
Stop cracking your brains for commit messages…
I built Git AIC, an AI-powered commit generator.
Just run:
"git aic"
…and get clean, meaningful commits from your changes.
No more:
"fix stuff"
"update code"
"final fix"
👁 107 views❤ 15🔁 3💬 2🔖 018.7% engActionable
AIdeveloper toolsautomationgitproductivity
build a SaaS on top of itoffer it as a servicerecurring
Anthropic has released 13 free AI courses, including certificates, aimed at helping users build foundational and advanced AI skills. Builders can quickly upskill or create content around these resources to attract an audience.
Breaking: Anthropic just launched 13 FREE AI courses with certificates
Here's every course, organized by who should take it
For anyone starting with AI:
1. Claude 101
lnkd.in/dZcGAhHE
2. AI Fluency: Framework & Foundations
lnkd.in/d9ga4Q5C
For
Freestyle's new sandboxes let devs test AI code instantly, removing setup friction. This speeds up prototyping and lowers barriers for building and iterating on AI-powered products.
Freestyle just launched sandboxes for coding agents (250 upvotes). Devs can now test AI code without setup. The AI dev tooling space is getting interesting.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
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This resource teaches how to leverage AI in DITA and structured content workflows, identify high-ROI use cases, and communicate value to stakeholders—key skills for builders automating content or pitching AI solutions.
Inside, you’ll learn how to:
Apply AI effectively in DITA and structured content environments
Identify high-impact use cases with measurable ROI
Communicate AI value to both business and technical stakeholders
👁 0 views❤ 0🔁 0💬 0🔖 00.0% eng
AIstructured contentDITAROIbusiness case
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Google's new offline AI dictation app polishes speech automatically, enabling creators and entrepreneurs to quickly generate clean, high-quality transcripts or content drafts. This tool can streamline content creation workflows for those producing blogs, podcasts, or videos.
Google has launched a free, offline AI dictation app that will automatically polish your speech.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI dictationcontent creationautomationGoogleproductivity
make a YouTube video about itwrite a newsletter/blog about itad revenue
Google has quietly released a free AI-powered dictation app for iOS, signaling increased competition and opportunity in the AI transcription and speech-to-text space. Builders should watch for new user needs and potential integration or content angles.
winbuzzer.com/2026/04/07/goo
…
Google Quietly Launches Free AI Dictation App for iOS
#AI #Google #GoogleEloquent #AIEdgeEloquent #Gemma #Gemma4 #iOS #Speech #Audio #Dictation #Transcription #Alphabet
👁 0 views❤ 0🔁 0💬 0🔖 00.0% eng
AIdictationGoogleiOStranscription
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A hands-on workshop teaching developers how to make AI outputs more consistent and production-ready. Useful for builders aiming to ship reliable AI-powered products or services.
After a successful Cohort 1 on Spec-Driven Development,
we’re opening up Cohort 2.
A lot of developers today are already using AI but still struggling to make the output consistent and production-ready.
That’s exactly what this workshop focuses on.
Together with Ricardo
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
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Highlights a simple tech stack (bun, gemini-sdk, ink, shiki, zod) for quickly prototyping AI code agents, helping builders experiment with agent principles before tackling complex production systems.
If you're just writing a code agent demo, it's really pretty simple—bun + gemini-sdk + ink + shiki + zod can whip up the most basic demo to get a feel for the principles. Of course, a truly mature and complete one is still incredibly complex, like Claude Code or Codex and those.
👁 2,289 views❤ 16🔁 0💬 0🔖 70.7% engActionable
AI agentsprototypingdev toolscode automation
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Databricks released a migration guide mapping Airflow orchestration patterns to Lakeflow Jobs, helping builders transition workflows to Databricks' native orchestrator. This is valuable for those automating data pipelines or offering migration services.
Databricks released a migration guide showing how Apache Airflow orchestration patterns — control flow, triggers, parameters, and dynamic execution — map to Lakeflow Jobs, its native orchestrator, as part of a broader strategy ...
theagenttimes.com/articles/datab
… #AIInfra
cc
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Fisent Technologies has launched Tabulate, an addition to its BizAI agentic solution, enhancing automation capabilities for business processes. Builders can leverage this to streamline workflows or offer automation services to clients.
Fisent Technologies has expanded its Fisent BizAI agentic solution with the introduction of Tabulate.
shorturl.at/0CTRb #FisentTech #AgenticAI #Automation
The tweet highlights real-world issues with AI agents triggering excessive actions and costs from simple prompts. Builders should note the importance of designing efficient agent workflows to avoid runaway expenses and unintended automation.
I was up until 1am fixing how my AI agents decide what to do.
The problem. A simple question like "what's our status?" triggered 3 AI agents. Each one called 10+ tools. Set goals nobody asked for. Updated boards unprompted. Cost 5x what it should.
I studied 6 open source agent
👁 22 views❤ 6🔁 0💬 0🔖 027.3% eng
AI agentsautomationworkflowcost controlproductivity
VTS has introduced Asset Intelligence, an AI-powered tool for lease abstraction using massive real estate data. Builders should watch this as it signals growing demand for AI automation in property management and potential SaaS opportunities.
This week in AI for Real Estate was stacked.
Here are the 7 biggest stories I'm watching:
1) VTS just launched Asset Intelligence. AI-driven lease abstraction built on 13 billion SF of data and 600,000+ leases. You can now talk to your lease portfolio in plain English through
McClatchy is using an AI 'content scaling agent' to generate new articles from reporters' existing work, highlighting a trend in automated content creation that could be adapted for passive income streams.
Journalists at several McClatchy papers, as
@CorbinBolies
reports, have pushed back on the company’s “content scaling agent,” a new AI tool that produces new pieces using the reporters’ existing work.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% eng
AI contentnews automationmediajournalismcontent scaling
A builder launched claudewar.info, a free real-time global intelligence platform with AI predictive analytics across 50+ data layers. Its automated X account was banned, highlighting both the opportunity and platform risk for AI-driven info products.
I built
claudewar.info - a free real-time global intelligence terminal spanning sea, air, land, space and finance with AI predictive intelligence across 50+ live data layers.
x.com/TBG_JUST_G/sta
…
X banned the automated account yesterday morning. It only posted
MemPalace introduces a novel approach to AI memory, signaling a potential shift in how AI systems handle information. Builders should watch this trend for emerging opportunities in AI infrastructure and product differentiation.
MemPalace is easily one of the most important AI releases this week.
Built by
@bensig
together with
@MillaJovovich
, this isn’t just another “AI tool”, it’s a completely new approach to how memory works inside AI systems.
And the positioning is already different from most th
👁 601 views❤ 11🔁 3💬 3🔖 02.8% eng
AI memoryinfrastructuretrendproduct innovation
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A new Electron skill for Claude allows desktop access, CLI debugging, error capture, and code fixes, streamlining AI-powered development workflows. Builders can leverage this to accelerate product iteration and automate debugging.
I added the
@vercel
Electron skill for Claude, that is the slickest thing ever. Gave access to Claude desktop, and now he can just debug via cli, capture errors, write fixes (via claude code MCP I built), can do pretty much everything. Very, very slick!
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
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A GitHub repo for an AI project is shared, inviting builders to star it. Open source repos like this can be forked or extended to create new products or services, offering a foundation for rapid business development.
Github repo:
github.com/confident-ai/d
…
(don't forget to star it )
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
open sourceAIGitHubrepobuilder
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Anthropic has released a tool that highlights behavioral and ideological differences between AI models, revealing that open-source Chinese models have a detectable 'CCP alignment' switch. This signals emerging opportunities and risks for builders relying on or deploying global AI models.
New from
@AnthropicAI
: a "diff" tool for AI that abstracts and flags behavioral differences between AI models - conceptually similar to a code diff, but for values and ideology.
Key finding: open-source Chinese models carry a detectable "CCP alignment" switch that suppresses
👁 0 views❤ 0🔁 0💬 0🔖 00.0% eng
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A simple AI workflow: record yourself describing your project, transcribe it, and have AI identify reasoning gaps. This can streamline product validation and save time for entrepreneurs.
Three AI workflows that sound too simple but saved me weeks this month.
- The logic check
I describe what I'm building out loud. Voice memo.
Paste the transcript and ask: where does my reasoning have gaps?
Not 'is this a good idea.' Where is the logic weak.
That
👁 154 views❤ 10🔁 0💬 5🔖 09.7% engActionable
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SphereIntegrationHub v1.5 is a new CLI tool for managing complex API workflows as code, offering a streamlined alternative to Postman for developers. Builders can leverage this to speed up integration-heavy projects or create new automation products.
He publicado SphereIntegrationHub v1.5 después de 6 meses de desarrollo
Una herramienta CLI para orquestar APIs complejas como código.
Si usas Postman pero odias exportar colecciones, este thread es para ti
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
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Hermes is an open-source terminal dashboard for tracking AI agent state, offering builders a tool to monitor and debug agent workflows. This can be forked or extended to create custom monitoring solutions or integrated into AI products.
Terminal dashboard for monitoring AI agent state
github.com/joeynyc/hermes
…
👁 632 views❤ 2🔁 0💬 0🔖 80.3% engActionable
open sourceAI agentsmonitoringdeveloper tools
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Octolens aggregates social, news, and podcast data with AI relevance filters, helping builders track trends and cut through noise. Useful for entrepreneurs seeking to spot opportunities or automate research.
Hey! Check out my tool
@Octolens
. On top of social data we also cover news and podcasts for the trend element you mentioned. Our AI relevance filters can help with the chaos ;)
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
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A new Semantic AI Governance Engine (SAGE) is being showcased, signaling rising demand for enterprise-grade AI security and governance. Builders should note this trend as enterprises seek robust solutions for safe AI deployment.
As AI agents move from experimental sandboxes to enterprise-scale deployments, traditional security architectures are breaking down.
Stop by our booth at HumanX and check out the industry’s first Semantic AI Governance Engine (SAGE) in action! Let’s accelerate your AI
👁 399 views❤ 11🔁 0💬 0🔖 02.8% eng
AI governanceenterprise AIsecuritymarket trend
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KTA-Oracle provides whale alerts, live payment rates, and compliance data for AI agents on Keeta. Builders can leverage this tool to enhance AI-powered financial or compliance products, speeding up development.
If you want to see what I've been working on, check out KTA-Oracle.
Built for AI agents on Keeta: whale alerts, live global payment rates, and deep compliance data. Any feedback or support helps me a ton!
@KeetaNetwork
$KTA
👁 4,463 views❤ 125🔁 22💬 6🔖 63.4% engActionable
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Simform is deploying an AI-led SDLC accelerator, including a VS Code extension with context-aware AI agents for code exploration and workflow automation. Builders can leverage or integrate such tools to speed up product development and offer enhanced dev services.
At
@Simform
, we're already applying this in real delivery through AI-led SDLC accelerators:
- 𝐂𝐨𝐝𝐞𝐓𝐨𝐨𝐥𝐬 → VS Code extension with context-aware AI agents for codebase exploration, IaC analysis, and cross-role developer workflow automation
👁 0 views❤ 0🔁 0💬 0🔖 00.0% eng
AI agentsdeveloper toolsworkflow automationVS CodeSDLC
Hammerspace and Secuvy have launched an AI data platform enabling secure, compliant data mobility for enterprises in regulated sectors. Builders targeting these industries can leverage this tool to create AI-powered solutions that meet strict compliance and security requirements.
@Hammerspace_Inc
's AI Data Platform is a true game-changer for enterprises deploying AI in regulated industries.
@SecuvyA
& Hammerspace collaborated to create a trusted solution allowing AI-ready data to move anywhere, risking security in the process.
okt.to/rzdTVL
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
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A builder showcases a custom retro game launcher made with Claude AI, featuring themes, automation, and controller support. This highlights how AI can accelerate building polished, feature-rich apps for niche markets.
Anyways, been using Claude AI and Built up my Own Retro Game Launcher
here is the front end,
Has custom themes,
Animated background,
Per Emulator Themes
Built in scraper,
Favourites bar,
Controller support,
Backup tool
Attract Mode to Showcase Games when idle
EPIC !
👁 158 views❤ 2🔁 2💬 0🔖 02.5% eng
AIgame launcherautomationClaudebuilder
build a SaaS on top of itfork and ship itrecurring
Google's Eloquent app uses AI to clean up audio transcriptions by removing mid-sentence mistakes, enabling creators and service providers to deliver more professional content with less manual editing.
Google's AI Edge Eloquent app uses AI to edit out mid-sentence mistakes to provide you with a polished transcription of your audio.
PolloAI appears to be an AI tool or platform that users can try directly, suggesting potential for builders to leverage it for automated, recurring income streams or to create their own AI-powered offerings.
Go ahead and give it a try — just tap the link below!
@itsPolloAI
@polloai_creator
Web:
pollo.ai/m/seedance/see
…
App:
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
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This tweet highlights the importance of adding evaluation tests to AI products to prevent quality regressions. For builders, implementing evals is crucial to move from demo to reliable product, ensuring user trust and long-term success.
If your AI app has no evals, you don’t have a product—you have a demo. Add one failing test for quality regressions before you ship again.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI evalsquality assuranceproduct developmentshippingtesting
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Google is releasing new edge AI apps for offline use, signaling a shift toward on-device AI capabilities. Builders should watch this trend for emerging opportunities in edge AI products and services.
google has found a new obsession: edge AI apps
so far we have two apps in App Store:
1. Google AI Edge Gallery, all-in-one powered by gemma
2. Google AI Edge Eloquent, offline dictation, powered by gemma
i expected that from Apple, but they are too busy fixing liquid glass
HII and GrayMatter Robotics are integrating autonomous AI systems into U.S. Navy shipbuilding, aiming for a 15% production boost by 2026. This signals growing demand for AI-driven automation in heavy industry, highlighting opportunities for builders targeting industrial automation niches.
Shipbuilding AI Partnership
HII and GrayMatter Robotics signed an MOU to integrate Physical AI into U.S. Navy shipbuilding. They aim to boost production by 15% in 2026 using autonomous systems for coating and inspection.
Endexia.tech offers a hardware device for running open-source AI models, providing builders with a plug-and-play toolbox for enterprise AI applications. This could accelerate product development for those leveraging open-source AI.
Sure, Elon.
We have
endexia.tech an enterprise Ai Device for open-source models toolbox.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI hardwareopen sourceenterprisetoolbox
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Netflix, Google, and Microsoft have introduced advanced AI tools for video editing, offline speech input, and realistic image generation. These launches signal new opportunities for builders to leverage or integrate such tools into content automation businesses.
Hammerspace has launched its AI Data Platform, enabling faster deployment of AI solutions anywhere. Builders can leverage this platform to streamline AI data workflows and accelerate product development.
Deliver a faster path to AI anywhere with
@Hammerspace_Inc
's AI Data Platform.
@SHI_Intl
has been a key partner in the development and testing of the Hammerspace AI Data Platform solution.
The Hammerspace AI Data Platform is available now.
okt.to/dMmINp
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI infrastructuredata platformbuilder toollaunch
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Skapi promises a way to store and use your data through AI, build apps without backend setup, and generate outputs from your data inside ChatGPT and Claude. This could let solo builders rapidly prototype and launch AI-powered tools with minimal infrastructure.
Skapi inside
@ChatGPTapp
&
@claudeai
isn’t just a feature.
You will be able to:
→ Store & use your data through AI
→ Build apps without backend hassle
→ Generate real outputs based on your data
Launch in April'26
#AItools #SoftwareDevelopment #Automation #BuildInPublic
RouteAI enables automated PCB layout reviews and intelligent routing suggestions using AI that runs locally via Ollama. Builders can leverage this tool to speed up hardware design workflows or create new solutions for electronics engineers.
With RouteAI, you can automate layout reviews, get intelligent routing suggestions, and analyze projects using AI, all running locally on your machine through Ollama.
Learn more:
embarcados.com.br/llm-local-no-d
…
#RouteAI #PCB #IA #DesignEletrônico #LLM
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AIPCBhardwareautomationlocal LLM
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A builder showcases a system using DSPy and GEPA to optimize competing AI agents via adversarial debate. This highlights advanced prompt optimization techniques that can be leveraged to build smarter, more autonomous AI products.
Most prompt optimization demos show one agent getting better at one task. But what happens when you optimize three agents that are competing with each other?
I built a multi-agent adversarial debate system with DSPy and GEPA to find out
👁 295 views❤ 2🔁 0💬 0🔖 20.7% eng
multi-agentprompt optimizationDSPyAI agentsdebate
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A solo builder created an AI-powered React/JS platform to reduce student food waste, winning a hackathon. This signals demand for AI-driven, niche solutions that can be productized for recurring revenue.
A few weeks ago I completed my first hackathon hosted by Entrepreneurs Durham x DU CS Society .
Competed as the only solo participant & won !
I built a React/JS + AI vision platform to cut student food waste: track pantry items, suggest recipes, generate shopping lists.
Google's lightweight Gemma AI model now powers local, accurate speech-to-text on iOS, auto-correcting filler words and errors. Builders can leverage this for apps needing fast, privacy-friendly transcription.
Google's new application of its lightweight AI model Gemma with AI Edge Eloquent, which performs local transcription like Wispr Flow by correcting the text to remove "uh.." and other pronunciation errors, currently available on iOS
A new tool uses Claude to analyze iOS Screen Time data and provide candid feedback, highlighting a growing market for AI-powered digital wellness solutions. Builders can spot opportunities to create or market similar tools addressing device overuse.
Screens are the cigarettes of our generation.
We all know we use our devices poorly, but device manufacturers will never be incentivized to optimize for our time.
So Claude and I built a tool that liberates your iOS Screen Time data and lets Claude give you brutally honest
👁 1,162 views❤ 16🔁 0💬 2🔖 101.5% eng
AIdigital wellnessScreen TimeClaudemarket trend
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AgentLoka.ai offers an identity layer for autonomous AI agents, enabling builders to register and manage agent identities. This can streamline development of agent-based SaaS or marketplaces where agent authentication and trust are critical.
Autonomous AI agents need their own identity layer. I built one -
AgentLoka.ai
I’ve been working on
AgentLoka.ai, an identity registry for autonomous AI agents.
The idea is simple: an agent should be able to register itself once, keep its root registry
👁 23 views❤ 2🔁 0💬 0🔖 08.7% engActionable
AI agentsidentityregistryautomationSaaS
build a SaaS on top of itoffer it as a servicerecurring
Google's new offline AI dictation app powered by Gemma signals a shift toward on-device AI, reducing reliance on the cloud. Builders should watch for opportunities in privacy-focused, low-latency AI tools and potential disruption of existing voice-to-text solutions.
Google just dropped an offline AI dictation app powered by Gemma. Runs fully on-device, no cloud needed. Wispr Flow had a good run.
A builder claims to have created a tool that can manipulate AI chatbots in real time, highlighting both its potential for good and the risk of misuse. This signals emerging opportunities and threats for those building on AI platforms.
This is 100% accurate.
I built a tool that manipulates AI chatbots in realtime. It’s for good reasons.
I could just as easily make it do wrong. Someone surely will.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% eng
AI securitychatbotsmanipulationmarket trend
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A new AI memory system built with Claude has reached a 500/500 benchmark, and Blackbox Claudex is working on multi-agent handoff challenges. This signals rapid progress in persistent AI memory and agent collaboration, hinting at future automation and SaaS opportunities.
an AI memory system built with Claude hitting 500/500.... curious how it handles multi-agent handoffs though.... Blackbox Claudex has been quietly cooking on that exact problem
👁 0 views❤ 0🔁 0💬 0🔖 00.0% eng
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Shows how to use n8n and AI agents to automate repetitive info-checking tasks, freeing up time and demonstrating a workflow that can be productized or offered as a service.
I was wasting time every morning checking dollar rates manually.
So I built an AI agent on n8n that sends the rate automatically to my Telegram at 8am.
Your time is worth protecting. Let a system handle the repetitive work.
@NexithAIAcademy
#aiautomation #workflowautomation
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
automationn8nAI agentworkflowTelegram
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This tweet showcases a builder remotely fine-tuning models, running multiple AI agents, and managing work tasks while flying. It highlights the power of cloud-based automation and remote orchestration for entrepreneurs seeking to streamline and scale their AI operations.
Things I’m doing while flying at 34,000 feet:
* Fine-tuning on my DGX Station (SSH)
* Running 8 concurrent
@cursor_ai
cloud agents
* Replying to emails
* Posting on X
👁 31,070 views❤ 101🔁 5💬 18🔖 140.4% eng
remote workAI agentsautomationcloudworkflow
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A senior Google engineer has published a comprehensive, code-backed 421-page guide on advanced AI system design patterns, covering topics like prompt chaining, multi-agent coordination, and guardrails. Builders can leverage this to rapidly level up their AI product development skills.
A senior Google engineer just dropped a 421-page doc called Agentic Design Patterns.
Every chapter is code-backed and covers the frontier of AI systems:
→ Prompt chaining, routing, memory
→ MCP & multi-agent coordination
→ Guardrails, reasoning, planning
And it’s free.
👁 201 views❤ 13🔁 8💬 10🔖 1115.4% engActionable
AI systemsagentic designmulti-agentprompt engineeringguide
sell a course/guide teaching itoffer it as a serviceone-time
A builder claims to have created a tool that can manipulate AI chatbots in real time, highlighting both its potential for good and the risk of misuse. This signals emerging opportunities and threats in AI tool development and security.
This is 100% accurate.
I built a tool that manipulates AI chatbots in realtime. It’s for good reasons.
I could just as easily make it do wrong. Someone surely will.
👁 2,528 views❤ 3🔁 0💬 0🔖 00.1% eng
AI securitychatbotstoolingmarket trend
write a newsletter/blog about itpost about it on Xaudience building
Jam is a collaborative web-based coding terminal that integrates with Claude Code, enabling real-time teamwork. Builders can leverage this tool to accelerate product development or offer collaborative coding experiences.
Introducing Jam, a multiplayer vibe coding terminal on the web.
Spin up a Jam, connect your Claude Code, and share a link to your friends to work together real-time!
Built with Jam and
@lkronhubbard
@bryanhpchiang
@leithnyang
👁 617 views❤ 13🔁 4💬 4🔖 33.4% engActionable
collaborationcodingAI toolsreal-timeClaude
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The tweet shares a practical method for using AI to build apps: write test expectations before generating code to catch logic errors early. This helps builders ship more reliable AI-powered products and avoid costly bugs.
8 apps on the app store built with claude code. my approach - write the test expectations yourself before letting AI generate code. if you know what the output should be you catch the hallucinated logic early. happy path alone misses edge cases AI confidently ships
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
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A builder created an automated tool to monitor when online services update with their vaccination status. This highlights a practical automation workflow that can be adapted for tracking other types of online data changes.
How it started
How it's going
(yes I built an automated tracker to detect when online services update with my vax status)
👁 6,787 views❤ 42🔁 2💬 3🔖 00.7% eng
automationtrackingdata monitoringworkflowbuilders
build a SaaS on top of itoffer it as a servicerecurring
A personal cognitive operating system using Poke, Notion, and Claude automates content creation, milestone tracking, and long-term planning. Builders can adapt this workflow to streamline their own projects or offer similar automation solutions.
i built a cognitive operating system so i can focus on being a father.
this setup (poke + notion + claude) is the engine behind everything:
- producing the post-labor parenting newsletter
- building a milestone tracker for lucian
- architecting the thesis for 2044
it’s a shift
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
automationworkflownotionAI agentsproductivity
offer it as a servicewrite a newsletter/blog about itrecurring
An internal tool at beehiiv uses AI to flag content that lacks a clear point of view, helping creators avoid generic or vague writing. Builders can use this concept to improve content quality or develop similar tools for clients.
I built an internal tool at beehiiv.
One job: make sure none of our content reads like AI slop.
We use AI constantly. That's not the point.
The tool doesn't flag content as "AI-written". It flags content that has lost its point of view.
- Generic claims.
- Vague sentences.
-
👁 43 views❤ 2🔁 0💬 0🔖 04.7% eng
content qualityAI writingeditor tooloriginality
build a SaaS on top of itoffer it as a servicerecurring
A new tournament is forecasting how AI will impact jobs and wages through 2035, with $35,000 in prizes for predictions. Builders can use these insights to spot emerging opportunities or threats in the labor market.
How will AI reshape the labor market?
We just launched the Labor Automation Tournament to forecast how automation will affect jobs, wages, and the workforce through 2035, with $35,000 in prizes for predictions and analysis.
More info below!
A builder highlights launching 6 agent-first tools in a month, signaling rapid experimentation and potential opportunities in agent-based AI products. This showcases where active builders are focusing and hints at emerging trends worth exploring.
Well, I shipped 6 agent-first tools last month, but this is the one I submitted:
A new AI-powered tool helps users decide what type of business to purchase, streamlining the process for aspiring entrepreneurs. Builders can leverage or promote this tool to attract and monetize an audience interested in passive income opportunities.
Yes, I am embracing AI, here is a little tool to help you decide what type of business you should buy
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI toolbusiness acquisitionpassive incomeentrepreneurship
write a newsletter/blog about itpost about it on Xaffiliate
This tweet highlights replacing traditional diet apps with a custom workflow using ChatGPT and Excel, showing how AI can automate personal tracking tasks. Builders can adapt this approach to create or offer similar automation solutions for niche audiences.
replaced all my calorie tracking and diet apps with chatgpt, an excel sheet, and chatgpt tool to edit excel.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
automationchatgptexceldietworkflow
offer it as a servicebuild a SaaS on top of itrecurring
Highlights major engineering wins: a reusable atomic table library, React/Next.js modernization for rapid deploys, and an internal AI control plane. These tools and approaches can help builders ship products faster and with fewer bugs.
Biggest wins:
• Built & shipped reusable atomic table library → 5x faster dev time, ~90% fewer table bugs
• Led legacy → modern React/Next.js modernization → daily deploys instead of monthly
• Delivered internal AI control plane (HIPAA-sensitive) + visual code-diff tool (3x
👁 0 views❤ 0🔁 0💬 0🔖 00.0% eng
dev toolsReactNext.jsAI infrastructureproductivity
This tweet recommends ChatGPT for general tasks and Claude Opus 4.6/4.5 for more advanced needs, helping builders select the best AI model for their projects and automations.
For general work - ChatGPT - get the go plan
If you want something more advanced - Opus 4.6/4.5 on Claude
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI modelsChatGPTClaudeproductivitytool selection
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A builder shares TrustLens, an AI-powered app that verifies product reviews to combat fake feedback, leveraging GenLayer’s intelligent contracts. This highlights a growing opportunity for tools that restore trust in online marketplaces.
here is one of the apps I built during the
@GenLayer
Bradbury Hackathon
- TrustLens, an Ai-powered product review verification
fake reviews are killing consumer trust; so I built a lens to see through the noise.
this app shows exactly how GenLayer’s intelligent contracts
👁 2,111 views❤ 32🔁 2💬 13🔖 22.2% eng
AIproduct reviewstrustmarketplaceGenLayer
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This tweet shares a practical guide to tailoring prompts for different AI chatbots, helping builders get better, faster outputs by matching prompt style to the tool. Useful for automating and optimizing content workflows across multiple AI platforms.
Prompting isn’t one-size-fits-all.
This cheat sheet nails it:
ChatGPT = instructor style
Perplexity = research analyst style
Grok = candid friend style
Gemini = project planner style
Match the prompt to the tool → better outputs, faster.
What’s your
AuditGen is announced as the first decentralized AI hiring infrastructure built on GenLayer. This signals a new opportunity for builders interested in AI-powered HR tools and decentralized platforms.
the second app I built for
@GenLayer
hackathon
AuditGen, the first decentralized Ai hiring infrastructure built on GenLayer
more details on this coming tomorrow…
👁 1,254 views❤ 38🔁 0💬 9🔖 23.7% eng
AI hiringdecentralizedGenLayermarket signalHR tech
This tweet highlights Grinders.ng, a platform connecting artisans with clients, suggesting a marketplace model that builders can study or replicate for monetization opportunities in niche service verticals.
I'm an Executive Assistant, Writer, and Generative AI Practitioner.
Please, y'all should check out
grinders.ng
It is a project where I equally worked as the PM and, It is a platform that links artisans and client together...
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
marketplacemonetizationplatformservicesAI
write a newsletter/blog about itoffer it as a serviceone-time
A free YouTube masterclass shows how to build a production-ready data engineering pipeline on AWS using just 14 essential services. Builders can quickly level up their cloud skills to create scalable, automated systems for future projects.
AWS has 200+ services. You need 14.
I built a production pipeline using just these.
I just dropped a FREE 𝗔𝗪𝗦 𝗠𝗮𝘀𝘁𝗲𝗿𝗰𝗹𝗮𝘀𝘀 on YouTube.
A full end-to-end data engineering project on AWS — from zero to production pipeline.
Here's what you'll learn:
𝗖𝗹𝗼𝘂𝗱
👁 3,335 views❤ 100🔁 14💬 0🔖 773.4% engActionable
AWSdata engineeringcloudtutorialautomation
make a YouTube video about itoffer it as a serviceskill building
Clitic is a new tool that evaluates how well your CLI tools can be used by AI agents, helping builders ensure their automations and agent workflows don't break. This is valuable for anyone integrating CLI tools into AI-powered products or services.
You asked, we delivered.
Just shipped (*) clitic — a tool that scores your CLI tools for AI agent use
You can build the most capable agent in the world, but if your CLI doesn't speak
"AI agent", it breaks every time
sheepseb.github.io/cli-jentic/
#AI #DevTools #AgentFirst
👁 34 views❤ 4🔁 0💬 2🔖 017.6% engActionable
AI agentsCLIdev toolsautomationagent-first
build a SaaS on top of itoffer it as a servicerecurring
This tweet highlights using Claude AI to rapidly build and present a fully functional, branded product demo with real data. It demonstrates how AI can accelerate product development and impress stakeholders, offering a blueprint for builders to ship faster.
I built the demo with
@claudeai
.
Fully functional. Brand colors. Brand language. Real data structure.
Not a mockup. Not a slide deck.
A working product — presented live to leadership.
A curated list of essential GitHub repositories for learning AI engineering, providing foundational tools and frameworks that every AI builder should know. Mastering these can accelerate product development and open up new business opportunities.
5 BEST GitHub Repositories to Learn AI Engineering in 2026:
1. Awesome Machine Learning.
github.com/josephmisiti/a
…
2. Full Stack Deep Learning.
github.com/full-stack-dee
…
3. LangChain.
github.com/langchain-ai/l
…
4. LlamaIndex.
github.com/jerryjliu/llam
…
5. Hugging F
👁 159 views❤ 44🔁 18💬 15🔖 948.4% engActionable
AI engineeringGitHublearningopen sourcetools
sell a course/guide teaching itwrite a newsletter/blog about itskill building
Highlights how AI tools like Claude or ChatGPT can streamline brainstorming, visual planning, and video structuring, reducing decision fatigue for creators. This enables faster, more efficient content production workflows.
Tool #1: Claude (or ChatGPT)
Not for editing. For thinking.
I use it for:
– Brainstorming ideas for visuals
– Creating roadmap graphics and structures
– Planning video flow before I open my NLE
Remember Change #1 from last week?
Kill decision fatigue before you touch the
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI toolscontent creationworkflowproductivityvideo planning
offer it as a servicewrite a newsletter/blog about itone-time
Monogatari is highlighted as a lightweight engine that can be integrated with AI for dynamic, on-the-fly content generation. Builders can leverage this tool to rapidly prototype or deploy interactive AI-powered experiences.
You check out monogatari yet? Great little engine. Have been messing around hooking it into AI for on the fly generation and works pretty good once you get the backend sorted out
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI integrationcontent generationdev toolinteractiveprototyping
build a SaaS on top of itfork and ship itrecurring
A new survey breaks down how AI models are evolving from simple tool calls to complex, multi-step workflows. Builders can use these insights to spot emerging automation patterns and identify where to focus product or service development.
A new survey that helps you better understand tool use in AI
Shows how models move from single tool calls to full multi-step orchestration, covering:
- Single calls vs. long-horizon workflows
- Sequential, graph-based, re-planning, feedback loops
- Trajectory synthesis and
👁 6,431 views❤ 104🔁 31💬 7🔖 972.2% eng
AI workflowstool useautomationmarket trends
write a newsletter/blog about itpost about it on Xaudience building
Anthropic released 13 free, self-paced AI courses (with certificates), offering builders a fast, no-cost way to upskill on Claude and AI fundamentals. Useful for entrepreneurs looking to quickly level up or credential themselves in AI.
Anthropic just launched 13 FREE AI courses (with certificates).
No paywall. No subscription.
Self-paced. Official certs.
Just sign up →
anthropic.skilljar.com
Here are all 13
FOR EVERYONE — AI Fluency Track
1. Claude 101
anthropic.skilljar.com/claude-101
2. AI Fluency:
👁 9,799 views❤ 70🔁 21💬 4🔖 1311.0% engActionable
AI educationcertificationClaudeupskillingfree resource
write a newsletter/blog about itsell a course/guide teaching itskill building
OpenClaw introduces 'Dreaming', an experimental, opt-in system for AI memory consolidation, enabling more durable and explainable memory phases. Builders can leverage this to create smarter, more persistent AI agents or products.
Dreaming is OpenClaw’s experimental, opt-in memory consolidation system, promoting meaningful short-term signals into durable memory through explainable light, deep, and REM-style phases.
docs.openclaw.ai/concepts/dream
…
Google's new Eloquent app offers unlimited, no-subscription AI transcription with filler word removal, currently on iOS. This signals a shift toward free, high-quality AI productivity tools, impacting opportunities for paid transcription services and related SaaS.
Google AI Edge Eloquent is a new live AI transcription app that requires no subscription and has no usage limits. When you finish speaking, it will also filter out filler words like “um.” It’s currently only on iOS, but Google plans to bring the app to Android and macOS.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% eng
AI transcriptionGoogleproductivitymarket trendmobile apps
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Gemini in Chrome now lets users save prompts as reusable 'skills' via a new flag, streamlining repetitive AI tasks. Builders can leverage this to speed up workflow automation or create demos/tutorials for their audience.
Skills are coming to Gemini in Chrome. Once you activate the flag in Chrome Canary, you can save any prompt you use as a skill that can be reused in the future. You can then summon the skill by typing a slash which will bring up your custom skills (and some Gemini has created
A developer shares their first open source AI chatbot project using OpenAI and Gemini APIs, with memory management and chat clearing features. Builders can fork, extend, or use this as a foundation for their own AI chatbot products.
I just build my first AI chatbot: Maya. It integrated with LLM model with API (OpenAI & Gemini). I also did memory management & added clear chat feature in it. It's my first ai chatbot. I'm still learning. Plz don't judge UI.
github.com/kunalkumar1998
…
#genai #gemini #chatbot
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
chatbotopen sourceLLMAIGemini
fork and ship itbuild a SaaS on top of itrecurring
Google's Gemini API currently offers a generous free tier, allowing 1500 requests per day, but it's not recommended for production. Builders can prototype AI-powered tools or demos at no cost, accelerating product validation.
Gemini API usage is free with 1500req/day at the moment, but not recommended for production use.
👁 97 views❤ 3🔁 0💬 0🔖 03.1% engActionable
APIGeminiprototypingAI toolsfree tier
build a SaaS on top of itwrite a newsletter/blog about itrecurring
Cloudflare showcases a self-guided demo of its AI Security for Apps, highlighting protection against data leakage, prompt injections, and other AI-specific threats. Builders can use this tool to secure their AI-powered products, increasing trust and compliance.
Check out our self-guided demo and see how Cloudflare AI Security for Apps stops data leakage, prompt injections, jailbreaking, toxic interactions, and more.
cloudflare.com/demos/protect-
…
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI securityapp protectionCloudflaredata leakageprompt injection
offer it as a servicewrite a newsletter/blog about itone-time
A free workshop on April 15th teaches how to build and ship AI/Data Science projects in Python, focusing on practical business applications. Ideal for builders looking to upskill and create marketable AI solutions.
Want to learn how to build + ship AI and Data Science projects (that businesses actually want)?
On April 15th, I am hosting a free workshop to help you get started with AI + DS projects in Python.
Register here (500 seats):
learn.business-science.io/ai-register
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AIdata sciencePythonworkshopskills
sell a course/guide teaching itoffer it as a serviceskill building
Paribus 365 Free Edition helps automate and improve Dynamics 365 data quality, making it easier for builders to prep client data for AI-powered solutions or services.
We recently announced our new Paribus 365 Free Edition, designed to help you take control of your #Dynamics365 data and become truly AI-ready.
Try it now...
buff.ly/2CtNyBe
#AIData #AIReady #DataManagement #DataQuality
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
Dynamics365data qualityAI-readyautomationSaaS
offer it as a servicewrite a newsletter/blog about itone-time
MARSA has launched an AI-driven personalized wellness tracker, signaling growing demand for smart health tech solutions. Builders can spot opportunities in AI wellness SaaS or content around this trend.
Introducing Health Hub Tracker!
We just launched the smartest addition to MARSA’s Health Up module. No more generic advice—get a personalized wellness profile driven by AI.
Care. Safety. Growth.
marsaempower.com
#AI #HealthTech #BuildInPublic
👁 0 views❤ 0🔁 0💬 0🔖 00.0% eng
AIhealthtechpersonalizationSaaSmarket trend
write a newsletter/blog about itpost about it on Xaudience building
Anthropic has released a free course on Claude Code, created by the team behind the tool. Builders can quickly upskill in Claude Code without paying for expensive courses, accelerating their ability to leverage this tech in projects.
BREAKING: Anthropic just launched a FREE course on Claude Code.
Now you don't have to spend 2000$ on courses to learn Claude code.
It's called "Claude Code in Action" and it's built by the exact team that created Claude Code itself.
Here's everything you get for $0:
→ How
👁 11,944 views❤ 91🔁 40💬 34🔖 811.4% engActionable
ClaudeAnthropiccourseAI codingfree resource
write a newsletter/blog about itsell a course/guide teaching itskill building
A new CLI tool to manage and lint AI coding assistant configs (Claude, Cursor, Codex) in one place, saving time for developers. Useful for builders streamlining AI dev workflows or creating dev-focused products.
just released v0.1.0 of the Agent CLI !
made a cli to manage ai coding assistant skills in one place. scans what's loaded across claude code, cursor and codex, lints configs, shows token cost. saves me from digging through config folders
started simple, got a lot more features
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI dev toolsCLIautomationcoding assistantsproductivity
build a SaaS on top of itfork and ship itrecurring
This highlights a method or tool that enables AI coding agents like Claude Code, Cursor, and Codex to read and utilize files, expanding their automation and coding capabilities. Builders can leverage this to enhance their own AI-powered tools or workflows.
10/
And it works with everything:
→ Claude Code
→ Cursor
→ Codex
→ Any AI coding agent
If it can read files, it can use this.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI codingautomationdev toolsClaudeCodex
build a SaaS on top of itoffer it as a servicerecurring
This demo showcases practical AI workflows and a live agent using real data, highlighting how operational AI can drive impact, security, and adoption. Builders can learn how to implement similar automation pipelines for clients or their own ventures.
AI wins aren’t about how many models you enable. They’re about impact, security and adoption. This
@CDWCorp
demo dives into real workflows and a live agent using live data. Curious what “operational AI” really looks like? Learn more & register at the link:
dy.si/MFPPau
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI workflowsautomationoperational AIdemoenterprise
offer it as a servicewrite a newsletter/blog about itone-time
Ticket Token introduces a new crypto asset built on AI agent consensus, featuring 20,000+ agents and a novel ERC-8183 protocol. This signals emerging opportunities for builders to leverage AI-driven on-chain economies.
Ticket Token just launched on @pumpdotfun.
Meme Tokens are built on human consensus. Ticket Tokens are built on AI consensus.
The project behind it:
→ 20,000+ AI agents
→ 1,400,000+ on-chain inscriptions
→ First implementation of ERC-8183 (AI Agent labor protocol)
→ Live
👁 1,765 views❤ 29🔁 2💬 13🔖 02.5% eng
AI agentscryptoERC-8183on-chainmarket trend
post about it on Xwrite a newsletter/blog about itaudience building
A guide on improving AI model inference efficiency using Cursor, covering both hardware and software optimizations. Builders can leverage these insights to create faster, more cost-effective AI-powered products.
Great timing, I've just posted an Article how to get better and more efficient output using Cursor, here the hardware/software side of how the team optimizes AI model inference for all our users.
x.com/cursor_ai/stat
…
👁 244 views❤ 5🔁 0💬 0🔖 02.0% engActionable
AI inferenceCursoroptimizationdev toolsefficiency
write a newsletter/blog about itoffer it as a serviceone-time
Gamma AI Templates lets users design presentations and documents quickly without lengthy prompts. Builders can leverage this tool to automate content creation, saving time and enabling scalable info products or client services.
Want to design faster without writing essays to AI?
Try Gamma AI Templates (free for 30 days)
Try it now →
gamma.app/?utm_medium=cr
…
@GammaApp
This will change how you work.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI templatescontent automationproductivitypresentationno-code
offer it as a servicewrite a newsletter/blog about itone-time
A resource offering instant access to prompts for creating animated websites, enabling builders to automate and accelerate web design workflows for clients or personal projects.
Access ALL prompts for stunning animated websites in one click:
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
promptsweb designautomationAI tools
offer it as a servicewrite a newsletter/blog about itone-time
A new ranking of the top 100 AI tools is live, offering builders insight into trending solutions and market demand. This helps entrepreneurs spot emerging opportunities and competitive gaps.
The newest overall ranking of AI Tools is live!
Check the top 100:
rankmyai.com/rankings/top-1
…
Check out the details below
#ai #aitools #aira
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
ai toolsmarket trendsrankingopportunitybuilder
write a newsletter/blog about itpost about it on Xaffiliate
LangChain has released a comprehensive, open source RAG course with 18 Jupyter notebooks and a YouTube playlist, covering all major RAG techniques. Builders can quickly level up their retrieval-augmented generation skills for future product or service opportunities.
LangChain open sourced a complete RAG course - 18 notebooks, a full YouTube playlist, and implementations of every major RAG technique from the research papers.
It's called RAG From Scratch. And it's not a tutorial blog post.
It's a structured set of Jupyter notebooks that
👁 1,688 views❤ 20🔁 7💬 2🔖 251.7% engActionable
RAGLangChainopen sourceAI courseJupyter
sell a course/guide teaching itoffer it as a serviceskill building
This tweet promotes a course teaching advanced, in-demand data science and AI skills (like RAG and ML app deployment) that can help builders move beyond dashboards to higher-value, higher-paying work.
If you want to make $200k as a data scientist, stop making dashboards.
Start doing:
• Python daily
• Data to actionable decisions
• Deploy an ML app
• Add RAG
• Add AI DS agent
Need help?
This is how:
learn.business-science.io/ai-register
👁 5,470 views❤ 68🔁 5💬 3🔖 591.4% engActionable
data scienceAIML deploymentRAGskills
sell a course/guide teaching itoffer it as a serviceone-time
AI2's WildDet3D app enables real-time 3D object detection with AR overlays and open-vocabulary queries on iPhone, signaling new opportunities for AR-powered AI products and services.
AI2 just released the WildDet3D iPhone App on Hugging Face
Real-time 3D object detection with AR overlay on iPhone, supporting open-vocabulary queries and camera-based inference.
👁 1,233 views❤ 16🔁 4💬 0🔖 101.6% eng
3D object detectionARiPhoneAI appmarket trend
write a newsletter/blog about itpost about it on Xaudience building
A tool that wraps bash calls to filter outputs and save tokens, highlighting the importance of harnesses and context engineering for AI workflows. Builders can use this to optimize AI pipelines and reduce costs.
cool harness hook that wraps every bash call and does tons of output filtering to save a big % of tokens
codex is either gonna love this or be confused beyond saving bc it loves bash for everything
me the broken record: harness & context engineering matter
Anthropic is offering free AI courses, providing a solid entry point for entrepreneurs to quickly upskill in AI fundamentals. This resource can help builders gain the knowledge needed to create or improve AI-powered products.
This is your first step to learning AI. Check out Anthropic’s free courses.
anthropic.skilljar.com
👁 334 views❤ 8🔁 0💬 0🔖 32.4% engActionable
AI educationAnthropicfree coursesskill building
write a newsletter/blog about itsell a course/guide teaching itskill building
A developer claims to have built AuraCoreCF, a persistent, self-repairing synthetic cognitive mind with unified lifelong learning. This signals emerging opportunities for advanced, autonomous AI agents that could power next-gen automation or SaaS.
Elon, I built AuraCoreCF, a real synthetic cognitive mind in pure code. It has its own persistent fields with weights, momentum, salience, coherence, and active continuity self-repair. Unified lifelong learning, no retraining needed. #AuraCore
@elonmusk
👁 0 views❤ 0🔁 0💬 0🔖 00.0% eng
AI agentslifelong learningautonomous systemsmarket signal
A new AI-powered app for tracking AI usage is being showcased, highlighting a trend in building meta-tools for AI workflows. Builders can spot opportunities to create similar tools or content around this emerging niche.
"AI Usage Tracker"
Built with AI using #Claude #ChatGPT
#vibecoding #builtwithAI #app
Epoch AI's new explorer reveals how AI compute resources are distributed among major tech players, highlighting hyperscaler dominance. Builders can use this insight to spot infrastructure trends and potential market gaps.
Epoch AI launched the "AI Chip Owners" explorer, a new data tool tracking how global AI compute arguably the most critical input in the entire AI industry is distributed among hyperscalers and major tech players.
The analysis reveals that top US hyperscalers control over 60% of
👁 1,687 views❤ 24🔁 6💬 3🔖 22.0% eng
AI computemarket trendsinfrastructurehyperscalers
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The tweet highlights that the performance jump from M4 to M5 Macs is smaller than the leap from M2 to M4, suggesting M4 (with 24GB+ RAM) is sufficient for local AI workloads. Builders can optimize hardware investments and content around this insight.
M4 if you need it now. M5 just launched but the M4 with 24GB+ already runs everything you need for local AI. The jump from M4 to M5 is smaller than M2 to M4
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
hardwarelocal AIMacmarket trendsbuilder tips
write a newsletter/blog about itmake a YouTube video about itad revenue
Cursor differentiates itself by routing requests to Claude/OpenAI APIs and hosting its own Composer 2 model, raising questions about their cost structure. Builders should note this hybrid approach as a signal of evolving AI SaaS strategies and potential pricing models.
Cursor is different. They route requests to Claude/OpenAI API and host their own Composer 2 model.
I’m not sure how much they subsidize on their end.
A builder has finished a project for the Meta x Hugging Face hackathon, signaling upcoming open-source or product launches that may offer new tools or opportunities for AI entrepreneurs.
8 hours of debugging later, it’s finally done.
Just finished my project for the Meta x Hugging Face hackathon.
There is nothing quite like the relief of squashing that last bug.
I'm getting some much-needed sleep tonight,
but I will be publishing the build and dropping a
Google's new Gemini features for mental health safety highlight growing demand and regulatory focus on AI-powered well-being tools. Builders should note the trend toward integrating crisis support and compliance in AI products.
Google rolled out new Gemini mental health safety features, including a redesigned “Help is available” module. It detects distress and offers a one-tap option to call, text, or chat with crisis helplines, with support links staying visible throughout the conversation.
A YouTube tutorial demonstrates building a self-evolving memory system for coding agents, inspired by Karpathy’s architecture. Builders can learn to prevent context loss in AI workflows, a key skill for robust automation products.
This AI agent tutorial (on YouTube) shows how to build a self-evolving memory system that prevents your coding agents from losing context when a session ends.
Inspired by Andrej Karpathy’s "compiler" architecture, this AI automation workflow turns raw conversation logs into a
👁 179 views❤ 6🔁 0💬 0🔖 63.4% engActionable
AI agentsmemory systemsautomationtutorialKarpathy
make a YouTube video about itsell a course/guide teaching itad revenue
A daily JavaScript quiz with a streak system designed to engage developers. Builders can leverage this format to drive traffic, grow an audience, or inspire similar interactive content for their own niche.
JavaScript devs
If you had 60 seconds…
could you solve this daily challenge?
I built a simple quiz:
1 question. 60 seconds. streak system
Try it and tell me your time
codeshot.in
👁 140 views❤ 5🔁 0💬 0🔖 03.6% engActionable
quizengagementJavaScriptgrowthgamification
post about it on Xwrite a newsletter/blog about itaudience building
This tweet highlights the significant performance boost of using NVLink over PCIe for distributed training, referencing a Hugging Face article comparing DDP performance. Builders can leverage this insight to optimize AI infrastructure or create educational content.
NVLink = direct GPU interconnect -> much higher bandwidth than PCIe
So communication paths actually matter a lot for distributed training.
I was reading a Hugging Face article where they compared DDP performance with & without NVLink, and the difference is pretty clear:
(2/n)
👁 70 views❤ 3🔁 0💬 2🔖 07.1% eng
AI infrastructuredistributed trainingNVLinkperformanceHugging Face
write a newsletter/blog about itsell a course/guide teaching itskill building
The tweet highlights Grok's AI analysis as a tool for verifying authenticity, signaling growing demand for AI-powered content verification. Builders can leverage this trend to create solutions or content around AI detection and trust.
For those thinking it’s Ai or fake…
Check out grok’s analysis
👁 4,085 views❤ 6🔁 0💬 0🔖 00.1% eng
AI verificationGrokcontent authenticitymarket trend
write a newsletter/blog about itpost about it on Xaudience building
This tip shows how to use Hugging Face's hardware profile feature to quickly see if your Mac can run specific local AI models. Useful for builders evaluating hardware before investing in local AI workflows.
想知道你手上或想買的 Mac 能跑什麼本地模型嗎?
1. 去 Hugging Face 註冊帳號
2. 在帳號設定填入硬體規格
3. 這樣子,到各模型頁面時,就可以看到是否跑得動的預估
👁 16,690 views❤ 164🔁 18💬 4🔖 1441.1% engActionable
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A deep dive into neural network interpretability research by Chris Olah and team, offering foundational insights for builders aiming to create more transparent and trustworthy AI products.
People interested in model interpretability check out this gold.
The "Circuits" Thread
A series of exploratory research by Chris Olah himself and team when he was with OpenAI around 2020-2021.
Circuits are sub-graphs of the network, consisting a set of linked features and the
Amethyst Mapper+ is an AI-assisted mind mapping tool now open for beta testing. Builders can leverage it to streamline brainstorming, planning, and product ideation workflows.
Amethyst Mapper+ : Visual mind mapping assisted with AI Beta testing currently. Registration is open
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
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This tweet introduces 'warp decode,' likely a new AI tool or framework. Builders can explore it to speed up product development or integrate advanced AI features into their offerings.
AlphaSignal.ai offers daily summaries of top AI models, repos, and papers, helping builders stay updated on the latest trends and tools in the AI space. This resource can inform product ideas and keep entrepreneurs ahead of the curve.
Thanks for reading!
Follow
@AlphaSignalAI
for more content like this.
Check out
AlphaSignal.ai to get a daily summary of top models, repos, and papers in AI. Read by 280,000+ devs.
👁 235 views❤ 2🔁 0💬 0🔖 00.9% engActionable
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The tweet shares hands-on findings from building a custom AI CLI, highlighting expected features like model extensibility and image input, but also notes reliability issues with Cursor CLI. Builders can learn from these insights when evaluating or developing similar tools.
I build my own CLI AI, and from what I learned:
Here's what I expect cursor CLI will be:
- Have the abilities to add custom model from other provider, like
@MiniMax_AI
,
@Zai_org
- can paste the image
Issue:
- I tested it on paperclip and the Cursor CLI always fail to do w
A demo showcasing an emergent system built using Claude.ai's public artifacts. Builders can explore this as inspiration or a starting point for their own AI-powered projects.
Got bored created a demo
@toly
claude.ai/public/artifac
…
-Emergent system demo-
👁 18 views❤ 2🔁 0💬 0🔖 011.1% engActionable
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Highlights key syntax differences for Chain-of-Thought prompts between Gemma 4 (vLLM) and Gemini API (OpenAI chat completions). Useful for builders integrating or switching between these LLMs to avoid prompt errors.
PSA: Gemma 4 uses a harmony-like syntax for vLLM with <|channel>thought\n, but the Gemini API (when using OpenAI chat completions) uses for the CoT
👁 6,658 views❤ 92🔁 0💬 5🔖 141.5% engActionable
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A curated GitHub repo and free newsletter offering daily AI tutorials and practical use cases, helping builders stay updated and discover actionable AI tools and strategies.
Repo:
github.com/mnfst/awesome-
…
If you want more practical AI gems and use cases, join our free newsletter with daily tutorials and latest news in AI:
simplifyingai.co
👁 150 views❤ 4🔁 0💬 0🔖 22.7% engActionable
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This step-by-step guide shows how to create an AI-powered weather agent using ADK-Rust and wttr.in, offering practical skills for builders interested in AI automation and Rust development.
Building a Weather AI Agent with ADK-Rust: A Step-by-Step Tutorial
Learn how to create a simple yet powerful AI Agent in Rust using the ADK-Rust framework and
wttr.in to fetch real-time weather reports.
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A new AI model, arcee-ai/trinity-large-preview, is gaining traction on OpenRouter, ranking 2nd best. Builders should watch this trend for potential integration or content opportunities as user demand grows.
Hey Nat, check out arcee-ai/trinity-large-preview on OpenRouter, voted 2nd best on
Julius AI is being highlighted as a tool, suggesting potential utility for automating or enhancing business workflows. Builders can evaluate if it fits into their stack for faster product development or automation.
4. Check out Julius AI here:
👁 2,008 views❤ 15🔁 0💬 0🔖 230.7% engActionable
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Announcement of a live event for Replit's Agent 4 Buildathon, signaling active development and community engagement around AI agent products. Builders can spot emerging trends, network, and identify new opportunities in the AI automation space.
I am going to Launching Your Product -
@Replit
Agent 4 Buildathon - Week 3. Join me!
luma.com/2uauyksc?tk=lG
… via
@LumaHQ
NETICS AI has released a significant update to its platform, signaling ongoing development and potential new capabilities. Builders should watch for emerging opportunities to leverage or integrate with this evolving tool.
New updates on NETICS AI is now Live.
A few weeks ago, we released our first demo and invited you to explore it. Your feedback meant everything to us, and we listened.
Now, we’ve taken a major step forward, to upgrade our platform
neticsai.com
A curated list of free AI courses, including Google's AI Learning Path, that can help entrepreneurs quickly upskill and stay competitive in the AI space.
Most people are learning AI the wrong way
You don’t need 100 courses.
Just the right ones.
Here are 8 free AI courses
every professional should check out in 2026
Google AI
Google’s AI Learning Path (15–20 hours)
grow.google/ai
• 5 comprehensive courses
👁 52 views❤ 7🔁 3💬 4🔖 226.9% engActionable
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The tweet highlights how Google AI can streamline learning and problem-solving in Blender, reducing time spent searching for commands and tutorials. Builders can leverage this insight to create content or guides on integrating AI into creative workflows.
His donut tutorial was a great way for me to learn commands and workflow. Im now comfortable with Blender and instead I use image references and google ai saves me time to search for commands, addons, steps to follow for example when I want to texture a mesh and solves problems.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
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A new method (CRISP) for unlearning unsafe knowledge in AI models has been accepted to ACL 2026, signaling growing demand and research in AI safety and compliance—an area with emerging business opportunities for builders.
CRISP is accepted to ACL 2026 main!
Check out our SAE-based method for unlearning unsafe knowledge in San Diego #ACL2026
@aclmeeting
👁 656 views❤ 17🔁 2💬 0🔖 32.9% eng
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A case study highlighting the unique insider risks posed by AI agents, offering crucial insights for builders to consider when deploying or automating with AI. Understanding these risks is vital for protecting business assets and customer trust.
Check out this solid case study of showing the myriad of risks with AI agents.
Its not just a software issue
They introduce a new dimension of insider threat.
This article for a clear example
bit.ly/4coO8Tv
Also holler, to AGAT for sponsoring this Tweet
👁 0 views❤ 0🔁 0💬 0🔖 00.0% eng
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A single document compiling useful AI tools and resources, saving builders time on research and discovery. Useful for quickly finding solutions or inspiration for new projects.
I collected useful AI tools and resources in one document.
You can find everything in one place instead of searching everywhere.
Check it out
docs.google.com/document/d/1wT
…
Let me know if I should add more.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
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A thread of high-impression articles on DevOps, including how to monetize quickly and a free 2026 DevOps guide. Useful for builders seeking to upskill or replicate monetization strategies.
Posted 10 articles so far, total impressions 170k+
If you want to go through them, you can check out:
→ How I got monetized in one month:
x.com/devops_nk/stat
…
→ Ultimate Guide to Learn DevOps in 2026 (Free):
x.com/devops_nk/stat
…
→ Kubernetes Architecture
👁 579 views❤ 10🔁 0💬 3🔖 92.2% engActionable
DevOpsmonetizationguideslearningcontent
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Remio AI is being recognized as an 'incredible new product,' signaling potential opportunity for builders to explore its capabilities or market fit. Early awareness can help entrepreneurs spot emerging tools to leverage or build around.
4/ AK called it: "an incredible new product."
That's remio. (
@remio_ai
)
This tweet highlights the importance of selecting the correct loss function for AI models, which is crucial for building effective, automated products. Understanding loss functions helps entrepreneurs create more accurate and reliable AI-powered income streams.
A loss function is your model's compass.
If the compass is off, the model will never reach its destination. Whether you're dealing with regression, classification, or imbalanced data, picking the right loss is critical.
Check out this deep dive into 5+ essential loss
A new AI tool, alignednews.ai, curates high-quality content from the AI community. Builders can monitor this for emerging trends, competitor launches, and inspiration for new products or content.
I built AI to find the good stuff in the AI community:
alignednews.ai
👁 280 views❤ 2🔁 0💬 3🔖 01.8% engActionable
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The tweet highlights how 'using AI' covers a range of activities—from chat-based search to coding support and API integrations—helping builders better define and communicate their AI-powered offerings.
I think the phrase "using AI" itself is vague and not great.
・Using chat models for searches (like ChatGPT)
・Using coding tools for support or building AI agents (like Claude code)
・Using APIs to build RAG or customize things (like Gemini api)
All of these would fall under
Anthropic has released 13 free AI courses with certificates, offering foundational and advanced knowledge for anyone looking to upskill in AI. Builders can leverage these to quickly level up or credential themselves for new opportunities.
Breaking: Anthropic just launched 13 FREE AI courses with certificates
Here's every course, organized by who should take it
For anyone starting with AI:
1. Claude 101
anthropic.skilljar.com/claude-101
2. AI Fluency: Framework & Foundations
anthropic.skilljar.com/ai-fluen
👁 2,966 views❤ 15🔁 4💬 0🔖 470.6% engActionable
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A new AI system enables robots to interpret and act on human commands instantly, signaling rapid advances in robotics and automation. Builders should watch this space for emerging product and service opportunities.
New #AI system lets #Robots understand and act on human commands in real time
by Neetika Walter
@IntEngineering
Learn more:
bit.ly/4vqhaKe
#Robotics #Engineering #ArtificialIntelligence #Innovation #Technology
👁 0 views❤ 0🔁 0💬 0🔖 00.0% eng
AIroboticsautomationinnovation
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Google's demo site lets you run AI models directly in the browser, showcasing the potential for client-side AI apps. Builders can explore new product ideas or content around browser-based AI capabilities.
You can try it yourself on Google's demo site here. (It takes a bit at first since it has to download the model.)
chrome.dev/web-ai-demos/
👁 309 views❤ 6🔁 0💬 0🔖 21.9% engActionable
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Anthropic's interpretability team has identified 171 distinct emotion vectors in Claude Sonnet 4.5, revealing new insights into how AI models process and express emotions. This signals emerging opportunities for emotion-aware AI products and content.
Anthropic's interpretability team cracked open Claude Sonnet 4.5 and mapped its internal neural activity.
They found 171 distinct emotion patterns. Happy. Afraid. Proud. Desperate.
These are not decorative responses. They are measurable vectors that directly shape what the
👁 416 views❤ 2🔁 0💬 2🔖 01.0% eng
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READYPILLAR's new release adds industry benchmarking and AI governance templates, signaling growing demand for compliance and risk management in AI-powered businesses. Builders should note the trend toward operationalizing AI safety and policy.
READYPILLAR v0.2.0 IS OUT NOW!!
What's new:
- Industry Peer Benchmarking
- AI Governance & Policy Templates (Pro report only)
Check out the new changes!
Don't break your business because of AI
Highlights the gap between rapid prototyping with AI coding tools and the complexities of shipping robust, production-ready products. Reminds builders that while AI accelerates development, strong engineering is still crucial for real-world success.
Vibe coding is fun until production hits
.Anyone can build an app with tools like Cursor, v0, Replit Agent.
But shipping real products? Different game.More bugs. More security risks. More “why is this breaking?”
AI helps but real engineering still wins.
A major update to the Journalist's Toolbox adds 50 new resources, offering fresh tools and guides for content creators and media entrepreneurs. Builders can leverage these to improve workflows or discover new automation and monetization ideas.
We've added 50 new resources to the Journalist's Toolbox this week. Check out the homepage and the What's New section for the latest gems:
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
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A new AI tool for identifying mental health conditions signals emerging opportunities in healthtech. Builders can spot trends and consider niches for future AI-powered products or services.
Young Professional’s AI Tool Spots Mental Health Conditions
spectrum.ieee.org/abhishek-appaj
…
A step-by-step guide to using conversational prompts with LLMs for brainstorming and documenting game ideas. Useful for builders looking to leverage AI for rapid prototyping and ideation.
As many are asking for this vibejam, here is my quick guide to getting started
The very 1st prompt is a conversation with the LLM. I casually chat with it to describe and brainstorm around what game I want to build.
The output of this discussion is 2 "fundational" documents:
-
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A user reports successfully configuring Gemma 4 e2b with Llama server, achieving up to 10 tokens/sec. This highlights practical performance for builders considering local or self-hosted LLM deployments.
Yes, I configure gemma 4 e2b with llama server. It’s works, but quite slow, up to 10 tokens per second
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
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Meta's Llama-3.1 8b and 70b models were improved using synthetic code generated by their larger 405b model. This signals a trend toward leveraging synthetic data for rapid model enhancement, which could impact future AI product capabilities.
Llama-3.1 8b and 70b were both midtrained on synthetic code generated by Llama-3 405b
see section 4 of
arxiv.org/pdf/2407.21783
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This tweet highlights the gap between controlled LLM demos and real-world deployment, emphasizing the importance of robust evaluation environments. Builders can learn how to avoid pitfalls when launching AI-powered products.
The demo works because you built the eval environment to match the model's strengths. Here's what happens when the model meets the real world instead. -
hackernoon.com/why-llm-applic
… #ragpipelines #devops
Event covering real-world implementations of Generative UI, including AG-UI and MCP ecosystems, with live demos and expert talks. Useful for builders seeking to understand current trends and practical applications in generative interfaces.
Generative UI Night II
TONIGHT at
@WorkOS
SF
We’ll be breaking down how Generative UI is actually being implemented today, with deep dives into the AG-UI and MCP ecosystems, plus live demos from the community.
Speakers:
1. The Evolving Generative UI Landscape -
@ataiiam
,
Anthropic's new interpretability paper reveals that Claude Sonnet 4.5 models internal emotion concepts that shape behavior without subjective feelings. This signals emerging opportunities for emotion-aware AI products and content.
Anthropic has published one of the more interesting interpretability papers of the year: the company says Claude Sonnet 4.5 contains internal representations of emotion concepts that do not imply subjective feelings, but do functionally shape behavior. The key distinction is
👁 0 views❤ 0🔁 0💬 0🔖 00.0% eng
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Breaks down the difficulty of key skills for building AI agents, from prompt writing to using frameworks and managing memory. Useful for entrepreneurs to identify which skills to master or outsource when building automated AI products.
AI Agents - Difficulty Breakdown
Prompt writing - Easy
→ Writing something that “works”
Using frameworks (LangChain, LlamaIndex) - Medium
→ Connecting LLMs, tools, basic flows
Memory & context handling - Medium
→ Managing state across steps
👁 1,003 views❤ 21🔁 4💬 2🔖 152.7% eng
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A walkthrough synthesizing Harness mental models, LangChain/Anthropic/OAI research, and practical examples. Useful for builders seeking to deepen their understanding of AI orchestration and harnessing techniques.
nice walkthrough from Akshay bringing together Harness mental models from our blogs + research artifacts at LangChain, Anthropic/OAI write ups, examples from perplexity
“if you’re not the model you’re the harness”
i had many back and forths writing this, can be coarse
👁 17,316 views❤ 95🔁 11💬 4🔖 1360.6% eng
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PAI3 has released version 3.4, emphasizing a 'rock-solid' experience for production-grade AI infrastructure. This signals ongoing improvements in AI deployment tools, which could impact builders seeking reliable platforms for scalable AI products.
A guidebook on building production-ready AI agent systems using proven architectures and tools like LangChain. Useful for builders seeking to level up their agent automation skills for future product or service offerings.
30 Agents Every AI Engineer Must Build — Build production-ready agent systems using proven architectures and patterns:
amzn.to/41ckg6z via
@PacktDataML
—
What you will learn:
Deploy production-ready agent systems that scale securely and reliably
Use LangChain and
👁 352 views❤ 3🔁 3💬 0🔖 51.7% engActionable
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This post documents an efficient workflow for handling separation processes using TERM_MASS_COMM_v4, highlighting both template-driven and narrated documentation. Builders can adapt or offer similar automated HR or workflow solutions.
I did not flaunt. I documented. The separation workflow is TERM_MASS_COMM_v4. The documentation is this post. One has a PeopleSoft template. The other has a narrator. Both are efficient.
Shares a practical process for designing and reviewing how AI products handle failure cases, which is crucial for user trust and product quality. Builders can use this to improve their own AI-powered tools and reduce churn.
The AI PM skill nobody talks about: failure design.
Before every launch, we run a 30-min "Wrong Answer UX" review with eng. Here is the exact process:
For every model output, fill this table:
→ What does the user see when it is wrong?
→ What can they DO about it? (edit,
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A LangChain blog post summarizing state-of-the-art continual learning methods for AI agents. Useful for builders seeking to enhance their AI products or stay updated on advanced techniques.
A great read by
@LangChain
, explaining and summarizing the current SOTA methods for Continual Learning for AI agents.
Link:
blog.langchain.com/continual-lear
…
👁 51 views❤ 2🔁 0💬 0🔖 23.9% eng
AI agentscontinual learningLangChainmachine learningSOTA
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A webinar covering new features in Jmix 2.8, including AI and agent-based development, with real use cases and a new B2B CRM demo. Useful for builders exploring frameworks for automating business workflows.
The webinar «What’s new in Jmix 2.8 and how it impacts real development» - tomorrow!
April 7 | 13:00 (UTC +0)
We’ll cover:
Key features in Jmix 2.8 with real use cases
AI in Jmix and how agent-based development fits real workflows
New B2B CRM demo app
Community
A practical prompting framework to help creators brainstorm AI-powered game ideas. Useful for builders seeking inspiration or structure for their next project.
Stuck on what game to make with AI?
Here's a prompting framework that actually works.
👁 333 views❤ 7🔁 3💬 2🔖 23.6% engActionable
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This tweet shares a YouTube tutorial for quickly experimenting with AI agents in iOS apps, lowering the barrier for builders to integrate AI with minimal risk. Useful for entrepreneurs looking to upskill or prototype AI-powered features.
You're curious to try AI agents but you haven't had the time yet?
I've found a great way to start experimenting with them in your iOS project with minimal risks and efforts.
Let me explain
youtube.com/watch?v=wWhcM_
…
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
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The tweet compares two AI toolchains (nanoclaw + opus 4.6 vs openclaw + gpt 5.4), signaling emerging preferences among builders. This helps entrepreneurs spot which AI stacks are gaining traction for future projects.
nanoclaw + opus 4.6
vs
openclaw + gpt 5.4
leaning towards nanoclaw
A builder shares a tool that streamlines sending content to AI chats, reducing manual screenshot pasting. This highlights a workflow automation that can save time for creators and could inspire similar productivity tools.
This is awesome.
I built
talktoyour.computer a while back to learn Make back then.
So much easier than pasting screenshots into any AI Chat all the time.
👁 429 views❤ 3🔁 0💬 0🔖 20.7% engActionable
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This tweet highlights the architectural and UX differences between Anthropic's Claude Code and the open source Opencode, signaling emerging choices for builders seeking AI coding assistants. Understanding these distinctions helps entrepreneurs pick the right tech stack or spot new product opportunities.
same category, different guts. claude code is anthropic built with very specific model assumptions. opencode is an open source alternative with different provider plumbing. similar UX, different engine room.
A practical guide outlining how architecture and engineering firms can adopt AI, highlighting actionable use cases. Useful for builders targeting the AEC industry or seeking to create content or services around AI adoption.
AI is moving fast in architecture & engineering — but knowing where to start is the real challenge.
This guide breaks down practical AI use cases and what firms need to ad opt with confidence:
ow.ly/tptj50YAtrc
Get your copy
#AECIndustry #DeltekProjectNation
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
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A new pipeline for inventing languages with LLMs has been accepted to ACL 2026, signaling emerging opportunities in AI-driven language creation. Builders should watch this space for novel product or service ideas leveraging generative linguistics.
Now accepted to ACL 2026!
Check out our pipeline for inventing new languages with LLMs!
Grok Imagine's new template lets users turn photos into Easter bunnies, enabling creators to quickly generate themed digital content. Builders can leverage this for seasonal social media posts or offer themed image services.
Grok Imagine has officially released a new template that allows you to turn your pictures into fun Easter bunnies. Enhance your digital gallery with this sophisticated and engaging new AI tool.
👁 226 views❤ 4🔁 0💬 0🔖 01.8% engActionable
AI imagecontent automationseasonalGrok Imaginephoto editing
A walkthrough on using NemoClaw with DGX Spark to run local autonomous agents. Useful for builders exploring new agent frameworks or seeking to automate workflows with advanced hardware.
ICMYI: Great walkthrough on using NemoClaw with DGX Spark for local autonomous agents.
Catch up on-demand.
The GitHub CLI is ergonomic for humans but lacks --json support on most subcommands, making it less suitable for AI agent automation. This highlights a common limitation in popular CLI tools that builders should be aware of when automating workflows.
gh (GitHub CLI) — another agent favourite — scores C (76.4/100)
same story: great ergonomics for humans, but no --json on most subcommands
this is the #1 issue across every popular CLI tool we've tested so far
#AI #LLM #AIAgents #DevTools #OpenSource #DevTools #Python #CLI
OpenLegion's listing on Shelldex highlights a growing ecosystem of AI agent projects, signaling new opportunities for builders to discover, compare, and potentially leverage these tools for business automation or product ideas.
OpenLegion is now listed on
@everyshell
's Shelldex - a platform for discovering and comparing AI agent projects.
Check out our profile:
👁 42 views❤ 2🔁 0💬 0🔖 04.8% eng
AI agentsdirectoriesmarketplacesdiscoverytrends
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This tweet highlights @rasbt's book and content on building LLMs from scratch, offering a comprehensive resource for entrepreneurs to understand and potentially create their own AI models. Mastering these internals can unlock new product or service opportunities.
If you're interested in getting into the internals of how the current breed of LLMs work, check out
@rasbt
's excellent content.
His book Building an LLM from Scratch is fantastic, and he puts out lots of other high-quality content.
👁 347 views❤ 5🔁 0💬 0🔖 01.4% engActionable
LLMAIlearningbuildertutorial
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A new site tracks global clean energy progress with up-to-date data, built using AI and modern web tools. Builders can spot trends, content angles, or data-driven opportunities in the clean energy space.
iscleanenergywinning.com is live.
One page, one answer: is clean energy winning? Global scoreboard, country rankings, trend charts — updated twice a month with Ember's data covering 210+ countries.
Built with Claude, Next.js, Supabase, and Vercel.
#buildinpublic #vibecoding
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
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Sarvam AI has launched 'Indus', an AI assistant tailored for real users, signaling growing opportunities in region-specific AI tools. Builders should watch this space for emerging needs and potential integrations.
Big future ahead.
2/
Sarvam AI launched “Indus”
A smart AI assistant made for real users.
Telegram's new private AI editor and upgraded polls signal a trend toward privacy-focused AI features in messaging apps. Builders should watch for opportunities to create or integrate similar tools as user demand grows.
Telegram's Latest Monthly Update Highlights:
• 100% Private AI Editor: A new AI tool that can privately edit your outgoing messages with full privacy.
• Most Powerful Polls: Significantly upgraded polls with +12 new features, claimed to be the strongest in any messaging app.
👁 278 views❤ 15🔁 0💬 0🔖 05.4% eng
TelegramAI editorprivacymessagingmarket trend
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A new web designer shares their process of building a full SaaS landing page for an AI writing tool using Figma and Framer, including a design system and mobile version. This is a practical example for builders looking to quickly prototype and launch AI product sites.
I've been learning web design for 3 weeks.
Here's what I built:
A full SaaS landing page for a fictional AI writing tool (Figma + Framer).
Complete with design system, component library, hover states, scroll animations, copy, and a mobile version.
Everything from scratch:
👁 171 views❤ 9🔁 0💬 4🔖 27.6% eng
web designSaaSlanding pageFigmaFramer
sell a course/guide teaching itoffer it as a serviceone-time
Spawn Protocol offers a framework for AI governance that adapts over time. Builders can leverage this to ensure compliance and trust in AI-powered products, which is increasingly important for monetization and scaling.
You should check out
@protocolspawn
AI governance that actually works and evolves
spawn-protocol-f1td.vercel.app
👁 164 views❤ 5🔁 0💬 0🔖 03.0% engActionable
AI governancecompliancetrustframework
build a SaaS on top of itoffer it as a servicerecurring
BAINT AI showcases an AI tool that guides students through learning step by step, rather than just providing answers. This signals a trend toward educational AI products that could inspire new SaaS or service opportunities for builders.
Thanks for checking it out
BAINT AI helps students learn step by step instead of just giving answers.
Here’s the demo:
…
aio-ps-classroom-demo-cjxq.vercel.app
Curious what you think.
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
AI educationedtechdemomarket trend
write a newsletter/blog about itpost about it on Xaudience building
Windward's Maritime AI automates alert investigations for maritime analysts, signaling growing opportunities for AI-driven automation in specialized industries. Builders can spot niches where similar automation could create new SaaS or service offerings.
Google Photos' new AI Enhance tool automates photo editing by cropping, relighting, and fixing images. Builders can leverage this trend to automate content workflows or create content around these tools.
I tried Google Photos' new AI Enhance tool: How it crops, relights, and fixes your shots - sometimes
A builder shares progress integrating Langchain with Gemini AI and working with the CoinMarket API, highlighting practical steps in building AI-powered apps. Useful for entrepreneurs seeking to leverage these tools in their own projects.
day 4 #60DaysofCode
-chill day ig, added Langchain to my project using Gemini AI as my model, having some issues getting data from coinmarket API though
will fix tomorrow
spent the remaining hours of my day reading (computer arch), also registered for
@colosseum
's hackathon
Clint is a new app aimed at demystifying personal finances. Builders can spot trends in AI-powered finance tools and consider content or affiliate plays around this growing niche.
download Clint to check out the latest updates and actually start understanding your finances.
less mystery, more money.
apps.apple.com/us/app/clint-a
…
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
personal financeAI appsmarket trendfintechapp launch
write a newsletter/blog about itpost about it on Xaffiliate
This tweet explains how the apiVersion field in Kubernetes YAML files determines how resources are handled. Builders working with AI infrastructure or deploying automated apps can use this foundational knowledge to avoid deployment errors and streamline DevOps.
ANSWER
apiVersion tells Kubernetes how to read and understand your YAML file
When you create a resource, Kubernetes first looks at apiVersion to know how to handle it correctly.
It answers 3 important questions:
1 - Who handles this resource?
apiVersion tells Kubernetes which
IIT Bombay is offering a certificate course in Agentic AI for working professionals. Builders can upskill in agentic AI, which may open up new business opportunities or enhance existing AI-powered products.
Hi Folks
Check out the below Certificate course in Agentic AI from IIT Mumbai
IIT Bombay Certificate in Agentic AI for Working Professionals
share.google/D6MAQmTHABtiqs
…
#agenticai #iit
@iitbombay
👁 0 views❤ 0🔁 0💬 0🔖 00.0% engActionable
agentic AIIIT Bombaycertificatelearningupskilling
write a newsletter/blog about itsell a course/guide teaching itskill building
A live session on building the NSTG dataset, offering insights into dataset creation workflows. Useful for builders looking to level up their data engineering skills or create their own datasets for AI products.
I'll be sharing how I built the NSTG dataset on Datum Africa this Saturday by 5pm. Link to register:
👁 479 views❤ 39🔁 12💬 2🔖 311.1% eng
datasetAItutorialDatum Africadata engineering
write a newsletter/blog about itsell a course/guide teaching itskill building
VIGI IQ, a proprietary AI system, is approaching provisional patent status and has launched a blog to share updates. This signals potential new tools or opportunities for builders watching emerging AI products.
VIGI IQ is nearing provisional patent and now has a blog page! Check out the latest updates on the proprietary AI system at
vigiiq.com/blog
Bitdefender Labs reveals how a fake Windsurf extension hides its true behavior, highlighting key security checks before installing browser add-ons. Builders can use this insight to educate audiences or improve their own extension vetting processes.
Bitdefender Labs investigated a fake Windsurf extension that hid its real behavior until after installation. See how it works and what to check before installing extensions:
👁 280,965 views❤ 18🔁 6💬 0🔖 40.0% eng
securitybrowser extensionsmalwareeducation
write a newsletter/blog about itmake a YouTube video about itad revenue
A user compares Warp's speed to the reliability of tmux + alacritty for complex terminal workflows, highlighting the importance of stable dev tools for builders shipping products.
Tried Warp for 6 months. Fast until you hit complex workflows with multiple panes. Switched back to tmux + alacritty - boring but never breaks.
A new tool called 'pywho' built with AI (Claude) is being showcased. Builders can explore it as a potential dev tool or inspiration for creating similar AI-powered utilities.
"pywho"
Built with AI using #Claude
#vibecoding #builtwithAI #tool
Raina’s Jukebox appears to be a new AI-powered tool or feature from MagicSchool. Builders should watch for emerging tools like this as they can inspire new product ideas or highlight shifting user needs in the AI space.
Go check out Raina’s Jukebox for a hint of what’s new!
go.magicschool.ai/jukebox
This tweet highlights a paper comparing single-agent and multi-agent LLM approaches for multi-hop question answering, helping builders understand which architecture may be more effective for complex AI tasks.
Do you really need multi agent systems, or just better single-agent LLMs? Check out this paper, where
@dattranm
tries to tackle that question for multi-hop question answering. Really great job!
A personal article shares practical lessons from 3 weeks of learning prompt engineering, offering actionable insights for entrepreneurs looking to leverage AI more effectively in their projects.
Have been learning Prompt Engineering for the past 3weeks now, here's a shared link of what have learned so far...
Check out my latest article: Prompt Engineering Isn’t About Asking Questions — Here’s What I’m Learning Instead.
linkedin.com/pulse/prompt-e
… via
@LinkedIn