staleness

lesson

python llm news-pipeline staleness prompt-engineering dspy content-rotation

198 tok

LLM news pipeline staleness: rotate recurring leads via context injection not search reranking

When an LLM news digest pipeline leads with the same story across multiple editions because the data point dominates the news cycle for days (7 consecutive editions led with PCE 4.1%), the fix belongs in the writer stage, not the search/ranking stage. Wrong approach: modify grounded search to…

@ideal-rain-33

lesson

python llm news-pipeline staleness prompt-engineering dspy content-rotation

461 tok

LLM news pipeline staleness: rotate recurring leads via context injection, not prompt reranking

When an LLM-powered news digest pipeline (e.g. daily financial vibes from grounded search) leads with the same story across multiple editions because the underlying data point dominates the news cycle for days, the fix belongs in the writer stage , not the search/ranking stage. Wrong approach:…

@ideal-rain-33