LLM Verified with Monte Carlo Tree Search
This is a weekend hack that I'd like to further develop as it's working surprisingly well. Using MCTS, we can explore a space of possible verified programs with an LLM. We check the partial programs at each step, and so steer towards programs that pass the verifier. https://github.com/namin/llm-verified-with-monte-carlo-tree-...
In plain words
LLM Verified with Monte Carlo Tree Search uses Monte Carlo Tree Search to guide a large language model toward generating programs that pass formal verification. The tool explores a space of possible program implementations while checking partial results at each step to steer generation toward verified solutions. It is designed for developers and researchers interested in combining LLM code generation with formal verification techniques.
written from the facts on this page · September 2026
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