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cap-evolve beats the state of the art on SpreadsheetBench: Gemma-4-31B from 43.5% to 76.8%, weights unchanged

cap-evolve is an open-source framework that makes an AI agent better by optimizing everything the agent works with: its prompts, skills and tools. The LLM is used as-is, and its weights do not change. On SpreadsheetBench it lifts Gemma-4-31B-It from 43.5% to **76.8% * of held-out tasks, above the b…

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  1. 2026-11-01 11:48 · DEV Community — Machine Learning
    cap-evolve beats the state of the art on SpreadsheetBench: Gemma-4-31B from 43.5% to 76.8%, weights unchanged

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