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agents-frameworks llm-benchmarks swe-bench performance-optimization ai-coding-agents icml-2026

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Agents & Frameworks

FormulaCode's 957-Task Benchmark Catches Frontier Agents Failing at Real-Codebase Performance Optimization

FormulaCode finds frontier agents trail human experts at repo-scale optimization, exposing SWE-Bench's blind spot: passing patches that never verify real-world speedups.
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