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RAG: chunking + indexing pipeline (embed, upsert, re-index, delete) #175

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@qiuethan

Sub-issue of the RAG retrieval epic (#125). Stage 2 of 3: index.

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Chunk size / overlap for the doc shapes we actually have — Google Docs, Notion pages, GitHub READMEs. See the epic.

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    area/docs-systemdocumentation-system service & content pipelinearea/serviceBackend API services (generic/cross-cutting)type/featureNew capability or enhancement

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