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$500 GPU outperforms Claude Sonnet on coding benchmarks
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Adaptive Test-time Learning and Autonomous Specialization
A.T.L.A.S achieves 74.6% LiveCodeBench pass@1-v(k=3) with a frozen 14B model on a single consumer GPU -- up from 36-41% in V2 -- through con… [+11504 chars]
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