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Add database encoding support #76

@NGirchev

Description

@NGirchev

Extracted from #72.

Implement database encoding support as a dedicated task instead of tracking it only as a checklist item in the broader modalities/integrations epic.

Scope to define during implementation:

  • Identify which persisted data needs encoding support.
  • Define configuration and migration requirements.
  • Keep backward compatibility for existing persisted data or document a migration path.
  • Add tests for read/write behavior and migration safety.

Parent epic: #72

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