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If you are building a coding agent that will run thousands of agentic loops per day, the model you choose determines whether your infrastructure bill is $50/day or $1,000/day — for nearly identical task performance. MiniMax M2.5 is the clearest illus...

What is SWE-bench? SWE-bench is a widely followed benchmark evaluation framework designed to test AI coding assistants on real software engineering tasks. AI coding assistant benchmarks are supposed to give us clarity. SWE-bench does the opposite. SW...

Goal Our goal in this study was to explore whether a mixture of open-weight models, combined through an iterative process, can outperform any single model on the SWE-bench Verified benchmark. Specifically, we wanted to evaluate if patches generated b...
