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

- Peter Drucker
Model Output Failures Are Contract Problems, Not Formatting Bugs deterministic diagnostics fail-closed behavior output contracts parser validation worker contracts Jul 05, 2026

When a worker occasionally returns malformed Markdown, the visible bug looks like a formatting mistake. It usually is not. The durable fix is to align the worker prompt, canonical grammar, parser, writer, diagnostics, and documentation as one contract family—and to classify every rejection with a de...

Continue Reading...