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Add AutoNumerics paper to Science section#36

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WhymustIhaveaname wants to merge 1 commit intokyegomez:mainfrom
WhymustIhaveaname:add-autonumerics
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Add AutoNumerics paper to Science section#36
WhymustIhaveaname wants to merge 1 commit intokyegomez:mainfrom
WhymustIhaveaname:add-autonumerics

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Adds AutoNumerics to the Science section. It's a multi-agent LLM system
that writes and verifies classical PDE solvers from natural-language
problem descriptions (Formulator, Planner, Coder, Critic pipeline).
Gets ~6 orders of magnitude lower error than prior methods on CodePDE.

Paper: https://arxiv.org/abs/2602.17607

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