6. Data Storage and Updates

6.1 Hybrid SQL + NoSQL

  • SQL (PostgreSQL, etc.): For storing user profiles, $HANNA token balances, governance proposals, and feedback logs.

  • NoSQL (MongoDB, Cassandra): For massive streams of tweets, articles, raw comedic transcripts, and large-scale historical data.

6.2 Automatic Archival and Versioning

  • Hot vs. Cold Storage: Current data (up to 30 days) is in hot storage for quick retrieval. Older data migrates to cold archives but remains accessible for deep comedic or investigative references.

  • Versioned Checkpoints: Each major training iteration of Hanna is stored with a version identifier, enabling rollback if the comedic or truth-exposing quality degrades unexpectedly.

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