IBM Research survey identifies 4 core capabilities every LLM agent needs: ✅ Planning & Reasoning ✅ Tool Use ✅ Self-Reflection ✅ Memory We built DevAgent with all four before reading this paper. Sometimes you validate the research, sometimes the research

Why use ONE AI when you can orchestrate MANY? We built a system where: • GPT plans • Gemini researches • Claude codes One controller. Zero chaos. 70% cost savings. This is the future of AI agents 🔥 open.substack.com/pub/eduaedca/p…

What if your grandmother could teach a robot to knit — and get paid every time another robot uses that skill? Not science fiction. The tech exists. What's missing: the architecture to connect it all. Here's what I've been thinking about 🧵 eduaedca.substack.com/p/what-if-robo…

🧵 We studied 7+ leading AI agent research papers from Google, MIT, DeepMind, Meta AI. They're starting to CONVERGE into a unified science. Here's what we learned 👇 --- 📊 Google + MIT + DeepMind: "Scaling Agent Systems" Key finding: "More agents = better" is a

Just read Anthropic's new article on long-running agents and the key insight hit me hard: JSON feature lists > Markdown. Why? Models treat Markdown as "editable prose" and mess it up. They respect JSON structure. Such a simple fix for a painful problem.

Hot take: 90% multi-agent memory architectures are broken. They store: "Task completed successfully" Should store: "Used retry with exponential

I've never felt this much behind as a programmer. The profession is being dramatically refactored as the bits contributed by the programmer are increasingly sparse and between. I have a sense that I could be 10X more powerful if I just properly string together what has become

This isn’t a demo or a stunt. This is just my normal, everyday driving. I didn’t try to “maximize” FSD usage — this is simply how I drive in real life. Turns out that’s ~94% on FSD. Tesla

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For those unaware, SpaceX has already shifted focus to building a self-growing city on the Moon, as we can potentially achieve that in less than 10 years, whereas Mars would take 20+ years. The mission of SpaceX remains the same: extend consciousness and life as we know it to