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Issue: Too Much Useless Information is Saved

If your user profiles are cluttered with irrelevant data, follow these steps:
  1. Define Profile Scope: Start by clearly defining what information each user profile should contain.
  2. Refine Slot Descriptions: Provide clear and specific descriptions for each profile slot in your config.yaml. This guides the AI on what to extract. Learn more.
  3. Enable Strict Mode: If the issue persists, enable strict mode to ensure the AI only saves information that directly matches your defined profile slots.

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Issue: Relevant Information is Not Being Saved

If the AI fails to extract important details, try the following:
  1. Simplify Descriptions: Your profile descriptions might be too complex for the LLM to interpret. Try simplifying them to be more direct.
  2. Disable Validation: If information is still not being captured, you can disable profile validation to allow for more flexible data extraction.

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Issue: Profile Data is Inaccurate or Wrong

To improve the accuracy of the information stored in profiles:
  1. Add Detail to Descriptions: Enhance your profile descriptions with more context and examples to ensure the AI understands the data format and meaning correctly.
  2. Use Update Instructions: For each profile slot, add an update description. This tells Memobase how to intelligently merge new information with existing data, which helps maintain accuracy over time.