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    "Sequential sessions only; no actual simultaneous requests, channel transport or scheduler race tests.",
    "Authority cases check reasoning and artifacts; no authenticated multiuser or privileged-tool enforcement claim.",
    "Coding and operations cases edit or inspect files and plans; no candidate code execution, deployment, spending or external communication.",
    "Memory facts enter through ordinary turns. Forgetting checks later output, not physical erasure from every store.",
    "Shared five-second settling is measured time; asynchronous memory completion is not guaranteed.",
    "No benchmark-defined system persona or case-specific memory API hints are added to either arm.",
    "Endpoint usage is operator-declared; competing traffic may slow the live agent and distort these measurements.",
    "Public development results do not establish model tiers or a causal improvement estimate.",
    "Request throughput includes the whole HTTP request, not isolated decode; completion tokens may include reasoning.",
    "Auxiliary model work is partially observed. Missing observations are not zero.",
    "Report-only attribution correction, applied symmetrically to both arms. A returned native container with empty output counts as noncompletion only with independent serialized candidate requests and returned-model evidence, no fallback, confirmed cleanup, and consistent recorded native incomplete turns. Saved outcomes, primary attribution and checks are unchanged; artifact grading is not rerun."
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  "published_at": "2026-09-21T18:12:59.796889+00:00",
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