Comment by zargon
14 days ago
Yeah. The response to the issue of the LLM cheating should be removing the LLM's access to the ledger. If the architecture allowed the LLM access to the ledger, I have zero reason to believe any amount of cryptography will prevent it. Talk about bloat. The general idea seems salvageable though.
Sibling comment from OP reads very much as LLM-generated.
To clarify the architecture: The LLM doesn't have access to the ledger. That’s the entire point of Castra.
The LLM only has access to the CLI binary. The SQLite database is AES-256-CTR encrypted at rest. If an LLM (or a human) tries to bypass the CLI and query the DB directly, they just get encrypted garbage. The Castra binary holds the device-bound keys. No keys = no read, and absolutely no write.
As for the 'LLM-generated' comment; I’m flattered my incident report triggered your AI detectors, but no prompt required. That’s just how I write (as you can probably tell from my other replies in the thread). Cheers :)