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[ARTICLE · art-124868] src=aiflash.com ↗ pub= topic=artificial-intelligence verified=true sentiment=· neutral

LLM-guided program evolution improves 10 best-known circle-packing solutions (Packomania csqv, N=101-114) [R]

A researcher used an LLM to iteratively evolve an optimization algorithm, improving the 10 best-known circle-packing solutions for the Packomania csqv problem across N=101 to N=114. The LLM proposed algorithmic changes guided by a scoreboard and history, with each candidate scored by an independent verifier.

by read1 min views2 publishedSep 9, 2026

I used an LLM to iteratively evolve an optimization algorithm rather than solve the packing directly. Starting from a simple seed solver, the LLM proposes algorithmic changes guided by a scoreboard of results and a history of prior attempts, and each candidate is scored by an independent verifier so

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