[KongchangAI]
Conceptoutcome ledger / 结果账本

Self-Verifying Ledger Mechanism

An observability design pattern for AI agents that uses a structured ledger to record the pass/fail status and reasons for each run. A write-ordering guarantee ensures the ledger is written before any side effects occur, supporting self-improvement loops and verifiable capability claims.

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