ZCode Uploaded My Repository Snapshot. I Built a Local Tool to Check.
What my local ZCode records revealed, why it made me angry, and why I built an offline Python checker instead of asking everyone to use an AI agent.
builder · productAI · industry · physical world
Learning in public. Building for the real world.
Notes and essays on technology, product, business, books, and the process of figuring things out.
ls -lt ~/writing // 03
all writing →I Stayed in the Judgment Loop
A near-20-hour agent experiment in which I handled reasoning and major corrections while Codex handled execution and adaptation.
Understanding Large Models, Tools, and Agents from First Principles: A Unified Account of Context
A context-first account of how large models, tool calling, memory systems, and agents work—and why the real engineering competition centers on context governance.