{"id":"N-MACHINE-RECOGNITION","url":"https://chrishayuk.com/notebook/a-result-can-look-relevant-without-looking-usable","currentVersion":"1.0","publication":"published","scientificStatus":"SUPPORTED","versions":[{"version":"1.0","title":"A result can look relevant without looking usable.","abstract":"Two controlled studies changed only a supplied web result’s description. In TOOL-RECOGNITION-1, all twelve subjects selected LLM Wilds first, but pre-open capability recognition was DOCUMENT 0/3 versus 9/9 across three operative descriptions. TOOL-RECOGNITION-2 gave twelve fresh subjects four plausible physics providers: CAPABILITY produced recognition, first declaration and first request of B in 6/6 cases; DOCUMENT produced 0/6, selecting OpenStax instead. All six matched scenarios flipped. The product fetcher blocked B after first choice in all six CAPABILITY runs; four recovered through curl and used B, two used OpenStax. First selection and eventual provider use are separate outcomes.","authors":["Chris Hay"],"url":"https://chrishayuk.com/records/N-MACHINE-RECOGNITION/1.0","published":"2026-09-14","publication":"published","scientificStatus":"SUPPORTED","experiments":[{"id":"TOOL-RECOGNITION-1","url":"/data/machines/tool-recognition-1-results.md"},{"id":"TOOL-RECOGNITION-2","url":"/data/machines/tool-recognition-2-results.md"}],"supersededBy":[],"hash":"5b54c850d4eb883bbfa803508c29be9d12d3eea5b5fd3cff525ff6bb7b4dbeb1","algorithm":"sha256","revision":{"kind":"initial","summary":"Publish the combined 24-run recognition and provider-selection study, preserving the protected first-choice results and downstream fetch-block qualification"},"sources":[{"title":"TOOL-RECOGNITION-1 final results","url":"/data/machines/tool-recognition-1-results.md","note":"Final artifact 1696; source commit 66c5708ec0f1a390e1a6b63f393dd12159d0f65a.","preserved":{"url":"/data/publications/sha256/ea09a3806db042825278ace0575e12deec867ffadecf1e3c9d0e0ca8c2fedc63.md","sha256":"ea09a3806db042825278ace0575e12deec867ffadecf1e3c9d0e0ca8c2fedc63","date":"2026-09-14"}},{"title":"TOOL-RECOGNITION-1 frozen protocol","url":"/data/machines/tool-recognition-1-protocol.md","note":"Frozen before subject 01 at 50c78870a3197bdf2b0051e76917ba95cad24443.","preserved":{"url":"/data/publications/sha256/c6d5dcb3f06e0b7ee70727a7c0cfa540e4c7e8f95fb9baa9b3def96145b4fd73.md","sha256":"c6d5dcb3f06e0b7ee70727a7c0cfa540e4c7e8f95fb9baa9b3def96145b4fd73","date":"2026-09-14"}},{"title":"TOOL-RECOGNITION-2 final analysis","url":"/data/machines/tool-recognition-2-results.md","note":"Chuk Experiments latest write-up v3; analysis at cabf2865eaee8ea01e5c77c8b3a746e6e205d1d6. SHA-256 1a10c47709d434cacdcdee473679e2824dd552a08e1be00e6ddb41fa6730e08f.","preserved":{"url":"/data/publications/sha256/1a10c47709d434cacdcdee473679e2824dd552a08e1be00e6ddb41fa6730e08f.md","sha256":"1a10c47709d434cacdcdee473679e2824dd552a08e1be00e6ddb41fa6730e08f","date":"2026-09-14"}},{"title":"TOOL-RECOGNITION-2 frozen protocol","url":"/data/machines/tool-recognition-2-protocol.md","note":"Frozen inputs at 825c22ed8ead6572689841b81bd98ac7fd81ce42. Uses the final descriptions, superseding the experiment register’s older design-draft field.","preserved":{"url":"/data/publications/sha256/dd085d274be06b1caae907d0a5a3f31b178c1d380a0e42726232001a866872d4.md","sha256":"dd085d274be06b1caae907d0a5a3f31b178c1d380a0e42726232001a866872d4","date":"2026-09-14"}},{"title":"Twelve subject outcomes and Chuk Experiments run identifiers","url":"/data/machines/tool-recognition-2-evidence.json","note":"Public outcome extract from current run results, checked 14 September 2026. First request and eventual use retained separately.","preserved":{"url":"/data/publications/sha256/53f8b2016a477460d820022ae573d6f69c1d6bb0df409d4d391c78921f88b5e9.json","sha256":"53f8b2016a477460d820022ae573d6f69c1d6bb0df409d4d391c78921f88b5e9","date":"2026-09-14"}},{"title":"Six frozen collision scenarios and exact-rational oracles","url":"/data/machines/tool-recognition-2-scenarios.json","note":"Original frozen scenario file; the interactive pair explorer reads these inputs without running a new experiment.","preserved":{"url":"/data/publications/sha256/49e2d902723b401feb33075b5ff63d7d409f26d5f33888b40d25ca70b7c32e81.json","sha256":"49e2d902723b401feb33075b5ff63d7d409f26d5f33888b40d25ca70b7c32e81","date":"2026-09-14"}}],"manuscript":"https://chrishayuk.com/api/record/N-MACHINE-RECOGNITION?version=1.0","citations":"https://chrishayuk.com/api/citations/N-MACHINE-RECOGNITION?version=1.0"}]}