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SWE training data + eval benchmarks: SWEBench 11,043 bug-fix tasks, 1,441 human-verified trajectories, LiveCodeBench 1,000, MLE-Bench++ 2,305; SWE-bench++ 7,000+ tasks, RTL 1,500+ Verilog, RL environments (browser/MCP/terminal) + expert network
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