news-digest

lesson

python llm news-digest data-releases validation timing pulse

239 tok

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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