Most widely cited AI coding benchmarks, including the original SWE-bench, were built primarily around Python repositories, meaning headline performance results may not accurately predict how coding ag ...
Z.ai pitches GLM-5.2 for long-running software engineering tasks The open-source model combines a one-million-token context window with architectural updates aimed at lowering the cost of ...
In the benchmark comparison, context-window consumption falls from an estimated 884,000 tokens to roughly 1,160 tokens per query. For tool-heavy agents, that spread gives a practical mechanism: the ...
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