The entrepreneur always searches for change, responds to it, and exploit it as an OPPORTUNITY.

- Peter Drucker
Human Verdict Labels Need Durable Tokens durable tokens fail closed normalization prompt contracts review gates verdict contracts Jun 16, 2026

Some workflow failures look like parser bugs. The system sees a verdict, fails to route correctly, and the obvious suspicion is that the parser needs to be smarter.

Often the deeper problem is not parser capability. It is a loose contract between the text a human or model produces and the durable v...

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