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.
We @scidonia_ai 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:
Model: DeepSeek v4
Tokens to completion: 141k
Cost: $3.43
Time: 20m (video is at 5x speed)
Eyelog now has a language specification: a compact RFC-style spec for its Prolog-like rule language, including syntax, goals, built-ins, triple/3, conformance, and Herbrand semantics.
https://t.co/jdcoJIz0lH
Eyelog is the C core of Eyereasoner: Prolog-style rules, RDF-shaped triples, formula terms, and a compact native built-in set.
It complements EYE, Eyeling, and EyeSharl as a small substrate for inspecting, testing, and evolving our shared reasoning core.
https://t.co/kdjciLOD32
Minor releases to close 2025 development work:
Logtalk 3.97.1 released https://t.co/OJhnLeRcTD
Logtalk for VSCode 0.81.0 released (requires Logtalk 3.97.0) https://t.co/Rlxr4YnAG8
Happy New Year!
@code Copilot in VSCode continues to mishandling time zones apparently. I'm on the free plan; my allowance resets at the 18th of each month. I exhausted it days ago; VSCode reporting a reset at Dec 18. Now reports Jan 18 but still "Chat Quota Reached" and 100% Chat messages used.
Eyeling is a minimal Notation3 (N3) reasoner in JavaScript.
It is developed at https://t.co/DecyWzHZUu
Experimental playground
- https://t.co/62jQjqlRVt
- https://t.co/n6ADjVSLpJ
Red AI - maximize performance, costs be damned
Green AI - efficient but sustainable
Blue AI- misses the old times when no one talked about hallucinations
Interesting that the number of VSCodium marketplace downloads for the Logtalk extension are 5x the number of downloads for the VSCode marketplace. Wondering if this a common experience for other extension developers.
Logtalk for VSCode 0.75.0 released
https://t.co/Rlxr4YnAG8
Available from both the VSCode and VSCodium marketplaces:
https://t.co/WzWujocLdg
https://t.co/XP6JwnYRr7