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|    sci.logic    |    Logic -- math, philosophy & computationa    |    262,912 messages    |
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|    Message 262,434 of 262,912    |
|    Mild Shock to Mild Shock    |
|    Help! An AI found a Heuristic for me (Re    |
|    10 Jan 26 02:40:09    |
      From: janburse@fastmail.fm              Hi,              No joke, I have a new CLP heuristic coded,       and made a blind test. Explaind to the AI       what I coded, but not how coded it,              omitted the crucial scoring function, and       the AI was exactly proposing this scoring       funcion out of the blue.              I was quite bamboozled. The AI could not tell       me how it recalled or halucinated the formula,       I spent like 1-2 hours trying to find a              precedent paper. Will blog about it later.       So whats going on . Why can AI suddently       propose Heuristics. Because they are now              differently trained:              Phase 1: Early LLMs (~2018–2020)       Phase 2: LLMs with Prompted Reasoning (~2020–2022)       Phase 3: Scaling & Reasoning Engineering (~2023–2025)              Training an AI to look for heuristics,       can help in self programming. The generative       part of the AI would generate some code,              which then the AI would use for itself. See also:              How it started:              AI for Low-Code for AI       Nikitha Rao, Jason Tsay, Kiran Kate,       Vincent J. Hellendoorn, Martin Hirzel - 2023       https://arxiv.org/abs/2305.20015              How its going:              Successor-Generator Planning with LLM-generated Heuristics       Alexander Tuisov1, Yonatan Vernik2,       Alexander Shleyfman - 2024       https://arxiv.org/abs/2501.18784v4              Bye              Mild Shock schrieb:       > Hi,       >       > Good Morning Vietnam, the HPC-AI Convergence       > doesn't sleep. Here a friendly reminder of       > the Sudoku leader board (Topn87 Challenge):       >       > #1: jczsolve / Rust WASM       > Solving 87 Sudokus in 0.006 seconds (0 sec / Sudoku)       > https://emerentius.github.io/sudoku_web/       >       > #2: Kudoku / JavaScript       > Solving 87 Sudokus in 0.043 seconds (0.0004 sec / Sudoku)       > https://attractivechaos.github.io/plb/kudoku.html       >       > #3: Picat / import cp. solve([ff],L)       > CPU time 0.175 seconds       > https://picat-lang.org/       >       > #4: Picat / import sat. solve(L)       > CPU time 0.373 seconds       > https://fmv.jku.at/kissat/       >       > Tested on Windows 11, with a AMD Ryzen AI 350       >       > Didn't test yet GNU Prolog, ECLiPSe Prolog or       > Ciao Prolog. So whats next? Well beat #1 by       > tapping into an NPU of Copilot+ PC.       >       > Have Fun!       >       > Its Winner Winner Chicken Dinner time again...       >       > Bye              --- SoupGate-Win32 v1.05        * Origin: you cannot sedate... all the things you hate (1:229/2)    |
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