Last Updated: November 21, 2025
Focus Areas
| Focus |
|---|
Match embedding vector dimensions to index settings
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Index metadata filters to support hybrid queries
|
Commands & Queries
pinecone describe-index --name knowledge
Inspect index configuration
milvus index describe --collection docs
Check Milvus index
pinecone upsert --vectors ./batch.json
Push vectors with metadata
Summary
Tune recall with the right metric, refresh vectors post-retrain, and prune stale data.
💡 Pro Tip:
Monitor recall/precision, prune stale vectors, and align index metric with embeddings.