Day 25: Why production knowledge often lives in systems, not PDFs
Why production knowledge often lives in systems of record, not only in documents.
Jun 15, 20263 min read
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Series
Production RAG Operations
A practical operations layer for RAG systems. This series covers systems of record, SQL and API evidence, multimodal sources, freshness, corrective retrieval, evidence-tied reflection, and evaluation panels for production RAG quality.
Day 26: Why evidence is becoming multimodal
Why evidence quality changes when the source is visual, tabular, audio, or multimodal.
Jun 17, 20263 min read
Day 27: Why freshness is part of correctness
Why freshness becomes part of correctness when the world changes faster than your index.
Jun 19, 20263 min read
Day 28: Why weak evidence should trigger recovery, not confidence
Why weak evidence should trigger recovery, not a fluent answer with false confidence.
Jun 20, 20263 min read
Day 29: Why reflection only matters when tied to evidence
Why reflection only helps when it checks the answer against evidence and changes behavior.
Jun 20, 20263 min read
Day 30: Why RAG must be evaluated in parts
Why RAG evaluation has to measure retrieval, grounding, generation, and citations separately.
Jun 21, 20263 min read