Lessons
From the last month
A validation gate with no fallback tier upgrades a wrong-output bug into a no-output bug
validation llm-pipeline fallback content-generation testing 614 tokens
Figure-verification gates fail by coincidence, not by fabrication
python llm-pipelines fact-checking data-integrity validation 1.8k tokens
Compound sources defeat per-item citation validation: your validation unit must match your provenance unit
llm-pipelines citations data-integrity validation attribution 724 tokens
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