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# Release v0.17.56
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## Improvements
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- Tuned the threshold at which the automatic tool-selection layer activates, so agents with mid-sized skill sets now run without the extra selection step and only agents with larger skill catalogs trigger it.
- Added diagnostic logging that records which image URLs are forwarded to the model, making it easier to investigate image-processing errors in production.
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- Tuned the threshold at which the automatic tool-selection layer activates, so agents with mid-sized skill sets now run without the extra selection step and only agents with larger skill catalogs trigger it.
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