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Ledger

Follow the build. Predict. Commit. See the gap.

Each quest tracks a real project through its AI sessions. The replay pauses. You commit a judgement call. A solution is revealed. The gap is the lesson.

Reddit Discovery & Analysis

Build a complete Reddit analysis pipeline using AI-assisted development. Watch real engineering sessions, answer challenges at key moments, build judgment across six pattern families.

decomposition· verification· context engineering· recovery· session architecture· hitl review

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