Long-form analysis at the intersection of AI and life sciences — all spells, sorted by time.
Open-source 20B+ models run fine on consumer hardware in 2026. Plug them into an agent framework and tool-call success rates collapse below 50%. After 27 top-venue papers, the verdict is clear: the bottleneck is the framework, not the model.
That impressive AI agent demo you saw on Twitter? It probably falls apart in three minutes of real-world use. Not because the model is weak — because nobody bui
You thought CLAUDE.md was just a config file? It decides whether your Agent recognizes you. Four tools, four completely different memory designs.
Most people cannot tell what problem each AI dev tool is actually solving. This map cuts through the noise: MCP connects, agent frameworks orchestrate, memory tools persist, and evaluators check the work. Four categories. Infinite names.
Imagine this scenario: You've been discussing a technical architecture with an AI assistant for half an hour. You've made critical decisions, clarified complex
## Opening: Why You're Stuck LinkedIn is flooded with people saying "I built an AI agent that...". You decide to follow a tutorial. You fall into the LangChain