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Approximate memory, exact accountability — flight recorder & MAST failure attribution for AI agents: 10-tool MCP server, first-fault bisect, cycle-repetition detection, per-agent scoreboard, query DSL + stats, CI-enforced attribution floors (gold + synthetic + drop-in GitHub Action), fleet trend dashboards, tamper-evident evidence. Zero deps.

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