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.
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A record of what changed how I think, work, or build.
2026
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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.
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