Developer Redesigns LLM Verification Pipeline After Community Feedback

A developer's six-experiment series on LLM output verification hit a 75% false-negative wall. Commenters pointed out that deterministic code checks could catch garbage outputs before any LLM call. The resulting pipeline layers code checks first, then LLM on residual, reducing wasted API calls.