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1/4 Here is a video of neuro-symbolic theorem proving in action using the (opensource) Rocq-piler MCP (we renamed when updating to Rocq) with the Rocq theorem prover.

2/4 We (at Scidonia) have spent considerable effort to increase the theorem proving ergonomics for LLMs with our MCP and have gotten the following one-shot for a type preservation theorem about the programming language PCF with references (sort of a micro-ML language) on video.

3/4 Model: DeepSeek v4 Tokens to completion: 141k Cost: $3.43 Time: 20m (video is at 10x speed)

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