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Δτ-Bench tests agents on tool ecosystems that keep changing
The paper introduces a benchmark with 1,588 multi-turn tasks across 42 domains and six evolving ecosystem states. The strongest evaluated model or harness reaches only 42.3% task success, and the authors propose the Steward ecosystem manager.
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