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Trialing Qwen3-Embedding-0.6B (1024-dim, instruct-prefixed queries) against nomic required code changes at every hardcoded seam; now it's a config flip plus a reembed_embeddings run. - EMBEDDING_DIM env (default 768) replaces every hardcoded dim check: daily summary / calendar / search / location DAOs, Ollama batch validation, reembed_embeddings - entities gains the dim guard it never had — a wrong-dim vector silently kills dedup/recall (cosine over mismatched lengths is 0), so store None and warn instead - embed_query / embed_document split with EMBED_QUERY_PREFIX / EMBED_DOCUMENT_PREFIX (literal \n expanded): retrieval models treat the two sides differently — nomic wants search_query:/search_document:, Qwen3 wants Instruct:...\nQuery: on queries only. All query-side call sites and all corpus writers now declare their side. - document the contract in CLAUDE.md: change the model or any of these vars → re-run reembed_embeddings or search is garbage Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>