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Store the date basis before joining merchant reports

Two exports both say October. One is a merchant's monthly processing statement. The other is an activity report filtered by settlement date. Your importer gives them the same 2026-10 key, joins the totals, and raises a discrepancy. The files may be correct. The comparison contract may be missing. I work on BrowserAct. A guide we prepared about Worldpay iQ statements separates monthly processing…

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Your RAG Index Is Already Out of Date: Building an Incremental Ingestion Pipeline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.

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

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