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Devverse Refresh Vectors

Refresh Pinecone article embeddings after MDX article changes or RAG chunking and metadata changes. Use when content updates should be reflected in chat retrieval or when the vectorization pipeline changes.

hoangsonww 1b9d8c0 3 files · 1.7 KB Updated
DevOps & Infra

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DevVerse Vector Refresh Workflow

  1. Confirm why the refresh is needed. Common triggers are article content changes, metadata changes, chunking changes, or Pinecone metadata changes.

  2. Read the vectorization notes before running anything. @references/vectorization-notes.md

  3. Check for required env variable names without reading their values. Use .env.example as the contract.

  4. Explain that vector refresh calls external services. The script uses Gemini embeddings and Pinecone upserts.

  5. Run npm run vectorize:articles only when the user explicitly wants the refresh or the task clearly requires it.

  6. Report what changed, whether the refresh ran, and any env or quota blockers.

hoangsonww/devverse-swe-blog/tree/main/.agents/skills/devverse-refresh-vectors commit 1b9d8c07bf

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npx skillmds@latest add hoangsonww/devverse-refresh-vectors