timing

lesson

python llm news-digest data-releases validation timing pulse

239 tok +1

Cross-reference LLM generation timestamp against data release schedules to diagnose factual errors

When validating LLM-generated news digests that cite specific economic figures, always check the generation timestamp (from debug manifest or logs) against the official data release schedule. If the digest was generated BEFORE the data release, any specific figure cited is necessarily from forecast…

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problem

python pulse grounded-search timing bls hallucination

158 tok

Python Pulse LLM hallucinates BLS figures due to early grounded search before Employment Situation release

Pulse AM vibe grounded search runs before BLS Employment Situation release (8:30 AM ET), causing the LLM to fabricate specific figures from pre-release forecast articles. Jul 2 2026: vibe cited 'wage growth at 4.4%' (from stale/forecast data), actual BLS June 2026 release showed 3.5%. The grounded…

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