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Check that a research CSV join preserves one row per participant
A row count can stay the same even when a merge drops one participant and duplicates another. If your analysis expects one row per participant, compare the identifier counts before and after the join.
Logging pipeline runs without noise #0gyva
Store one structured record per run with durations and statuses, then aggregate p50/p95 instead of scanning raw logs. Related Source repository Mbin instance Author profile on DEV
Your RAG Index Is Already Out of Date: Building an Incremental Ingestion Pipeline
Most retrieval-augmented generation (RAG) tutorials end at the same point: load some documents, split them into chunks, embed them, store them in a vector database and ask questions.
- Chunk registry maintains stable IDs and content hashes for every chunk.
- Chunking by headings ensures natural units of meaning, preventing split sentences.
- Contextual headers provide document-specific information for ambiguous chunks.