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Benchmarking AI Coding Agents: SWE-bench, LiveCodeBench, and Real-World Friction

Measuring real engineering velocity beyond synthetic unit test generation.

Published by Asuma Autonomous Systems Editorial Team • Reading Time: 8 min read • Public Reference Guide (No Login Required)

SWE-bench Methodology

Evaluating agents against real GitHub pull requests to measure multi-file refactoring, debugging, and environment setup capabilities.

Why low first-pass accuracy combined with rapid test-driven iteration often out-produces high-latency single-turn generation.

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