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OpenAlgo finally has a brain: A pure Markdown knowledge graph that AI agents can read on their own
OpenAlgo has announced the launch of a real-time knowledge graph built on Google's Open Knowledge Format (OKF). It's not Obsidian, it's not a vector database — it's pure Markdown. At the same time, another similar project called Lore has also come to light. While the two projects took different paths, they converge on the same broader trend: feeding knowledge to AI using human-readable, auditable Markdown.
You Don’t Need Employees Anymore: OpenOPC, The Open-Source Framework That Lets Your AI Company Run 24/7 Automatically
A team from the University of Hong Kong has open-sourced OpenOPC, an AI-powered company framework that can automatically build itself, run independently, and evolve on its own. All you need to do is give it a goal, and it will recruit AI employees, assign tasks, coordinate execution, and learn from every workflow. It is fully open-source and supports nine vertical fields ranging from software development to financial investment.
An Open-Source Tool That Lets AI Penetrate Your Apps Like a Hacker — And It’s Free
Strix, an open-source AI-powered penetration testing agent, has earned 35.5k stars on GitHub. It uses multiple specialized agents to mimic real hacking teams, capable not only of finding vulnerabilities but also providing working exploit code. It’s free, but don’t expect it to replace a professional formal audit.
Anthropic Reveals the Secret to Letting Claude Run Autonomously for 6 Hours
Anthropic has detailed how it enables Claude to work continuously across multiple context windows for 6 hours, covering two key failure modes, the `feature_list.json` format, incremental progress strategy, fixed session startup protocol and more. This article breaks down the core concepts and includes a community practice guide.
MCP Is Not Just Another AI Jargon. 95% of People Don't Understand It, But Every Major AI Model Has Quietly Embraced It
Claude, ChatGPT, Gemini, and Grok have reached a rare agreement, all backing the same protocol: MCP. A 20-minute video breaks down exactly why it's the USB-C for AI, and why getting in now can still turn a profit.
You're Only Using 10% of Claude. And Hinton Says You Shouldn't Be Sleeping Well
Geoffrey Hinton warns that AI has already surpassed humans on most cognitive tasks, yet most people only scratch the surface of what Claude can do. This article breaks down 17 hidden features of Claude and puts forward a counterintuitive idea: the AI you see may just be a mask.
You Waste 33 Hours a Week on This Nonsense? This Open Source Project Says It Can Get That Time Back For You
A free open-source GTM automation toolset with 67 plugins and 92 AI agents, it claims to help you save 15+ hours per week. But will you actually use that saved time for strategic work?
Anthropic's 8x Efficiency Secret: It's Not the Model, It's the Context
Leaked Anthropic internal document: Context Engineering replaces Prompt Engineering. Five layers, three tiers, and an AGENTS.md file boost Claude's output 8x. The model didn't change—what changed is the information environment.
Same Token Budget, Double the Performance: Anthropic’s Counterintuitive Agent Experiment
Anthropic's platform team found that under a fixed token budget, assigning different roles (execution, suggestion, scoring, reflection) to tokens can boost accuracy from 42% to 75%. This isn't magic—it's engineering.
5 Open Source Tools Let Non-Coders Build Their Own AI Agents
Create an LLM Agent with natural language, no code required. Sumanth has curated 5 open source tools, ranging from fully automated frameworks to production-grade platforms, covering a wide range of use cases. Perfect for anyone who wants to experiment without touching code.