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Stop fixing the same AI mistake twice. A Lean quality system for AI-assisted work — operators turn recurring defects into countermeasures. Built by a manufacturing operator, for people who actually ship.

Stop fixing the same AI mistake twice. A Lean quality system for AI-assisted work — operators turn recurring defects into countermeasures. Built by a manufacturing operator, for people who actually ship.
Before you commit, publish, or trust something — a change, a claim, a plan, a "this is done."
There's a clear spec and something needs to get made or changed.
You're scattered, stacked with options, or unsure what to do next.
Your memory folder is growing, the index is getting long, or facts feel duplicated or stale.
You need to understand something before acting — explore a codebase, gather sources, map how a system works.
Append a one-line entry to the Mistakes Log (symptom · correction · codified).
Load project context now — read the memory index + recent state before continuing.
Close the session — save state to memory, update CONTEXT, commit, surface next moves.
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