Aura-State: Formally Verified LLM State Machine Compiler
22 points by rohanmunshi08
by ozozozd
0 subcomment
This is interesting and I would appreciate if you could elaborate with a few examples, and perhaps mention what inspired this, and/or what’s similar and/or analogous to your method.
by mentalgear
1 subcomments
Despite the sophisticated theoretical frameworks and algorithmic safeguards, the core vulnerability remains: in an autonomous workflow, the LLM can hallucinate the input or fabricate the 'proofs' for the verification sandbox. This is essentially building elaborate scaffolding ontop a fundamental flaw.
But I reckon while this doesn't eliminate the need for human oversight, it might help supervisors sitting at human-in-the-loop checkpoints.
by Perenti
0 subcomment
Interesting. Seems you are automating my qwen workflow. Every output stage is verified through mathematical proof whenever possible, before being fed to the next step in transforming ideas into code. Except for when qwen decides to go in a very unusual direction, its working reasonably well at producing provably correct code. It's slowish though, with lots of nested iterations, and when qwen goes strange it takes a lot of effort to get it back on task.
by aristofun
0 subcomment
Couple of simplified examples for us, mere mortals, not mathematicians would be nice.
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