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  1. WikiTrace Links Agent Memories to Their Evidence and Cuts Memory-Induced Failures to 4.5%

    KAIST AI's WikiTrace links every stored agent-memory lesson to the trajectory it came from, so agents can check lessons before acting. Memory-induced regression falls from 6.5% with unchecked lessons to 4.5%, while scores rise from 87.0 to 90.2.

  2. Claude Fable 5.2 Completes 41% of Real Upwork Projects on Scale's Remote Labor Index — Roughly Double Its Rivals

    Claude Fable 5.2 completes 41.3% of real paid Upwork projects on Scale Labs' Remote Labor Index — roughly twice Opus 5.5 and GPT-6 Astra, and far above the 2.5% best score at the benchmark's launch.

  3. Qwen Code 1.0 Preview Merges Qoder and Qwen Code Into One Open-Source Agent With Native Packages

    Qwen Code 1.0 Preview ships as a merged Qoder-plus-Qwen Code agent harness with native macOS, Linux and Windows packages that need no Node.js, plus session resumption and non-interactive runs for CI.

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