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# What's new in MOSTLY AI
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## 5.6.0
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_November 14th, 2025_
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### Cardinality Retention for Non-context Foreign Key Models
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-{/* MSD-xxxx */} We've increased the accouracy of Non-context Foreign Key Models by preserving more unique values when generating realistic values for non-context foreign keys.
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### Enhanced Context Compaction Behavior
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-{/* MSD-xxxx */} The MOSTLY AI Assistant now only triggers context compaction after finishing a user request, ensuring that the context is only compacted when it's actually needed.
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### Assistant Settings Validation
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-{/* MSD-2294 */} At save time, the MOSTLY AI platform now better validates the contents of submitted Assistant settings to ensure expected behavior.
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### Upstream dependencies
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- Upgraded [Synthetic Data SDK](https://github.com/mostly-ai/mostlyai) to `5.6.0`, [Synthetic Data Engine](https://github.com/mostly-ai/mostlyai-engine) to `2.0.0`.
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