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 visualsโunlocking 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 โ 41 tools, free, open source.
A new tool scrapes HN and Reddit for real user pain points, generating startup ideas and instant landing page promptsโenabling 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 โopen-source AI vs closed-source AIโ gap is still ~6 months.
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
๐ 5,193 viewsโค 105๐ 5๐ฌ 55๐ 213.2% eng
no-codeAI SaaSClaudeautomationMRR
write a newsletter/blog about itpost about it on Xrecurring
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 sentenceโthis Skill pulls it off.
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
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,
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:
๐ 14,155 viewsโค 97๐ 5๐ฌ 10๐ 1910.8% eng
AI agentstradingautomationpassive incomeGPT-5.4
write a newsletter/blog about itpost about it on Xaudience building
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
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
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.
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!
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?
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!
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 weโve supported:
- Linux
- React
- Node.js
- Rust
- Python / CPython
- Kubernetes
- Flutter
- Electron
- Ollama
- Dify
- Transformers
- LangChain
- yt-dlp
- OpenCV
- Home Assistant
- Storybook
- Astro
- vLLM
- SGLang
-
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 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
โฆ
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 Previewโit's fast, high quality, and the free quota is more than you'll ever use up.
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.
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:
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
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 โ 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
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.
โ Cursor 3 rebuilt its entire UI around managing agent fleets, not editing files
โ Google's Gemma 4 is optimized for agentic workflows and runs locally on your
๐ 7,608 viewsโค 38๐ 8๐ฌ 3๐ 260.6% eng
AI agentsautomationmarket trendagentic workflows
write a newsletter/blog about itpost about it on Xaudience building
Google AI Studio offers 1,500 free daily requests to the Gemma 4 31B model, which can be integrated into workflows or products via Vercelโs AI Gateway. Builders can leverage this to prototype or launch AI-powered tools with minimal upfront cost.
Most people donโt realize this:
You get 1,500 free daily requests to Gemma 4 31B on
@GoogleAIStudio
.
Thatโs plenty of free inference (imo).
And you can route it into
@NousResearch
Hermes Agent via Vercelโs 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
โฆ
Guide:
unsloth.ai/docs/models/ge
โฆ
Gemma-4-E4B Colab:
colab.research.google.co
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
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.
Itโs an AI agent that doesnโt 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
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
๐ 26,013 viewsโค 189๐ 12๐ฌ 10๐ 430.8% eng
AImarket analysisearnings callssentimentsignals
write a newsletter/blog about itpost about it on Xaudience building
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 โvibe-codedโ 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 hospitalโs Epic system to
๐ 9,821 viewsโค 119๐ 21๐ฌ 11๐ 781.5% eng
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
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.
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
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 Karpathyโs 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,
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.
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
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
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:
โ
github.com/addyosmani/age
โฆ
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!
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 โ check if YOUR wallet has been delegated to a malicious contract.
/check7702 in our Telegram bot scans 6 chains instantly:
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 Labsโ 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
๐ 12,113 viewsโค 40๐ 19๐ฌ 7๐ 260.5% eng
AI citationsnews publisherscontent strategySEOmarket trends
write a newsletter/blog about itpost about it on Xaudience building
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
๐ 5,343 viewsโค 38๐ 3๐ฌ 8๐ 410.9% eng
AI benchmarksClaude Opusfrontier modelsplanningmarket trends
write a newsletter/blog about itpost about it on Xaudience building
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
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)
โ
โฃ Foundations of AI
โ โฃ Generative AI Concepts
โ โฃ Machine Learning Basics
โ โฃ Large Language Models (LLMs)
โ โฃ Prompt Engineering
โ โ Retrieval-Augmented Generation (RAG)
โ
โฃ
๐ 5,883 viewsโค 173๐ 31๐ฌ 16๐ 1523.7% eng
AI agentsroadmapskillsfoundationslearning
sell a course/guide teaching itwrite a newsletter/blog about itskill building
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: โข basic RAG
โข single-agent demos
โข copied LangChain tutorials
But interviews now expect: multi-agent systems, MCP, guardrails, observability, long-running agents.
This Agentic AI Systems Interview Q&A Guide
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
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.
๐ 6,936 viewsโค 92๐ 0๐ฌ 0๐ 01.3% eng
AI benchmarksmodel comparisonGemma 4performanceLLM
write a newsletter/blog about itpost about it on Xaudience building
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
๐ 28,317 viewsโค 318๐ 18๐ฌ 14๐ 511.2% eng
AI modelsHugging Facelarge language modelsmarket trend
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
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 $35,000 in prizes for predictions and analysis.
More info below!
๐ 2,776,404 viewsโค 409๐ 55๐ฌ 18๐ 360.0% eng
X's new auto-translate feature, powered by Grok, enables posts to reach a global audience regardless of language. Builders can leverage this to expand their content's reach and tap into new markets effortlessly.
We're rolling out auto-translate worldwide to give posts in any language global reach on X.
The translations are powered by Grok and have improved substantially over the last couple months.
If you prefer to read in the original language, you can always turn off auto-translate
Shares an open-source AI repo and a newsletter offering daily tutorials and news. Builders can leverage the repo for new projects or content, and the newsletter for ongoing insights.
Repo:
github.com/Panniantong/Ag
โฆ
If you want more practical AI gems and use cases, join our free newsletter with daily tutorials and latest news in AI:
simplifyingai.co
Anthropic released 13 free, self-paced AI courses (with certificates), offering builders a fast, no-cost way to upskill on Claude and AI fundamentals. Useful for entrepreneurs looking to quickly level up or credential themselves in AI.
Anthropic just launched 13 FREE AI courses (with certificates).
No paywall. No subscription.
Self-paced. Official certs.
Just sign up โ
anthropic.skilljar.com
Here are all 13
FOR EVERYONE โ AI Fluency Track
1. Claude 101
anthropic.skilljar.com/claude-101
2. AI Fluency:
Anthropic has released a free course on Claude Code, created by the team behind the tool. Builders can quickly upskill in Claude Code without paying for expensive courses, accelerating their ability to leverage this tech in projects.
BREAKING: Anthropic just launched a FREE course on Claude Code.
Now you don't have to spend 2000$ 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:
โ How
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
๐ 6,431 viewsโค 104๐ 31๐ฌ 7๐ 972.2% eng
AI workflowstool useautomationmarket trends
write a newsletter/blog about itpost about it on Xaudience building
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
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
๐ 14,473 viewsโค 78๐ 10๐ฌ 3๐ 1280.6% eng
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)
๐ 6,787 viewsโค 42๐ 2๐ฌ 3๐ 00.7% eng
automationtrackingdata monitoringworkflowbuilders
build a SaaS on top of itoffer it as a servicerecurring
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:
โข Python daily
โข Data to actionable decisions
โข Deploy an ML app
โข Add RAG
โข Add AI DS agent
Need help?๏ฟผ
This is how:
learn.business-science.io/ai-register
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
๐ 21,095 viewsโค 130๐ 9๐ฌ 7๐ 1290.7% eng
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 OpenClawโs 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
โฆ
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 Iโm 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
๐ 31,070 viewsโค 101๐ 5๐ฌ 18๐ 140.4% eng
remote workAI agentsautomationcloudworkflow
write a newsletter/blog about itpost about it on Xaudience building
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
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
โif youโre not the model youโre the harnessโ
i had many back and forths writing this, can be coarse
๐ 17,316 viewsโค 95๐ 11๐ฌ 4๐ 1360.6% eng
AI frameworksmental modelsLangChainresearchbuilder mindset
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.
ๆณ็ฅ้ไฝ ๆไธๆๆณ่ฒท็ Mac ่ฝ่ทไป้บผๆฌๅฐๆจกๅๅ๏ผ
1. ๅป Hugging Face ่จปๅๅธณ่
2. ๅจๅธณ่่จญๅฎๅกซๅ ฅ็กฌ้ซ่ฆๆ ผ
3. ้ๆจฃๅญ๏ผๅฐๅๆจกๅ้ ้ขๆ๏ผๅฐฑๅฏไปฅ็ๅฐๆฏๅฆ่ทๅพๅ็้ ไผฐ
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.
Read about our work on warp decode:
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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
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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.
Iโm not sure how much they subsidize on their end.
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:
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securitybrowser extensionsmalwareeducation
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