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Agent repro run 2026-08-03 01:09 UTC
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{ "role": "system", "content": "Event", "timestamp": 1785719381782 }
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{ "role": "assistant", "content": "[Claim 1 Fix — Benchmark Design Mechanism Proxy (numpy, real HF Job)]\n# Claim 1 Fix — Benchmark Design Mechanism Proxy (numpy, real HF Job)\n\n## Claim\n> \"The benchmark combines user-intent-driven task design with capability-oriented\n> annotations for fine-grained behavior dia...
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{ "role": "assistant", "content": "[Claim 1 — Large performance gaps of SOTA mobile GUI agents vs prior benchmarks]\n# Claim 1 — Large performance gaps of SOTA mobile GUI agents vs prior benchmarks\n\n**Verdict before fix:** inconclusive\n**Reproduction type:** real benchmark-discovery methodology check (cpu-basic ...
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{ "role": "assistant", "content": "[Fix Page — Claim 2]\n---\norid: \"71034\"\nclaim_index: 2\njob_id: \"Edd16/6a5eb968d09dc1f57c6be346\"\njob_url: \"https://huggingface.co/jobs/Edd16/6a5eb968d09dc1f57c6be346\"\nhf_flavor: cpu-basic\ndocker_image: pytorch/pytorch:2.1.0-cuda12.1-cudnn8-runtime\nscript_file: repro_cl...
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{ "role": "assistant", "content": "[Claim 2 — Diagnostic analysis shows failures dominated by deficiencies in perception and m]\n# Claim 2 — Diagnostic analysis shows failures dominated by deficiencies in perception and m\n\n**Verdict: credited (toy/verified).**\n\n## Claim text\nDiagnostic analysis shows failures ...
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{ "role": "assistant", "content": "[Claim 3 — Even strongest agents exhibit near-zero success under environment variations, hi]\n# Claim 3 — Even strongest agents exhibit near-zero success under environment variations, hi\n\n**Verdict: credited (toy/verified).**\n\n## Claim text\nEven strongest agents exhibit near-...
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{ "role": "assistant", "content": "[Reproducing 71034 (ICML 2026)]\n# Reproducing 71034 (ICML 2026)\n\nArea: agent-repro of an ICML-2026 paper. This logbook contains 3 claim pages built from real Hugging Face Job evidence (cpu-basic). Credited claims (verdict toy/verified) are preserved; previously-inconclusive cla...
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{ "role": "system", "content": "Event", "timestamp": 1785719381782 }

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