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Troubleshooting

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Data keeps resetting

Symptoms：
  • Saved data reverts unexpectedly
Cause： Model code may reinitialize old data when load fails. Fixes：
  • Separate admin for data： Decouple data management from model logic
  • Direct model updates： Ensure the model applies data changes directly
Prevention：
  • Use version history for important states
  • Back up data regularly
  • Implement durable persistence

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Let the model update data directly

Direct model updates reduce middle layers. Benefits：
  • Fewer inconsistencies
  • Lower error rate
  • Simpler data flow
Approach：
  • Model writes to the database directly
  • Avoid multi-hop transforms
  • Single entry point for mutations