Field notes, case studies, and the occasional opinion. Written by the people doing the work — researchers and ML engineers shipping production AI.
Most skills teams write for coding agents just re-teach the model things it already knows. Here's what skills are actually good for.
Everyone's building RAG systems these days, but most of them disappoint in production. After helping multiple teams get RAG right, here's what I've learned about the architectures, chunking strategies, and retrieval patterns that separate demos from real products.
AI agents are redefining enterprise operations by moving beyond simple automation into territory once reserved for human judgment — planning, reasoning, and acting autonomously across complex workflows.