ramu11 commented on PR #28354:
URL: https://github.com/apache/camel/pull/28354#issuecomment-6394211624

   Commit: c1d83ea5ca0d — CAMEL-24767 Harden tool-search embedding batches
   - Batch embedding support: Added backward-compatible embedAll() support and 
batched tool-index embeddings in chunks of up to 32.
   - OpenAI embedding reliability: Uses the native batch API and validates 
response counts, vector indices, duplicates, missing indices, and empty 
vectors. Results are mapped to the correct input order.
   - Spring AI optimization: Uses native batch embedding for tool-index 
construction.
   - Session persistence fix: Preserves discovered tools across manual OpenAI 
tool-execution loops when conversationMemory=false on the execution endpoint.
   - Regression tests: Added coverage for bounded batches, embedding response 
ordering and invalid indices, and manual-loop session reuse.
   - Cleanup: Simplified the OpenAI Responses API Tool import.


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