Short dispatches on AI systems, automation, and FPV. Written while the systems are still running, not after the fact.
Why the useful AI stack is the surface around delegation, verification, memory, and deployment — not just the model choice.
Frontend generation is useful when it produces artifacts, evidence, and reviewable winner bundles — not silent production patches.
Persistent memory helps only when it reduces repeated steering without becoming a second, fuzzier source of truth.
Status, crawlability, deployment freshness, screenshots, and the regressions users actually feel.
Essential checks, common repairs, and preventive maintenance so a quad still flies next weekend.
A layered multi-agent system with 8 agents, local LLMs on Ollama, and Claude as orchestrator. Research, review, and QA, 24/7.