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LLMOps & ProductionVery Hard· Cost Optimization· Incremental Updates· Entity Resolution

The corpus refreshes weekly, 5% of chunks change. Produ...

A full nightly rebuild is inefficient because it re-processes 95% of the data that has not changed. By performing incremental extraction on the 5% of new data and reserving the expensive entity-resolution and community-partitioning passes for a periodic schedule, you can maintain data freshness while staying within budget.

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