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Presents LemonHarness, an integrated execution framework for long-horizon LLM agents that constrains state-changing operations within a clearly defined workspace, introduces a reusable rule knowledge base, and adds time-aware execution. Achieves 84-86% accuracy on Terminal-Bench 2.0.
PhoneHarness is a mixed-action benchmark and execution framework that evaluates phone-use agents on verifiable mobile workflows, achieving a 75% pass rate and outperforming existing approaches by 12.9 percentage points through deterministic action routing and auditable execution traces.