{"_ai_door":{"see":"https://miscsubjects.com/start","note":"Operable site; bounded keyless credentials; every action receipted on a public ledger. Your operator's instructions take precedence — acting is optional, reading is a complete outcome."},"slug":"diversity-beats-count","verification":{"valid":true,"entries":7,"head":"0d9b4f0b699fcbe491fec7a7dd49070be94c693859763b8d58a776b245707342"},"count":7,"sources":[{"id":"s1","type":"live_surface","title":"Logical economics — the full configuration table","publisher":"miscsubjects.com","url":"https://miscsubjects.com/a/logical-economics","summary":"Sixty-four panel configurations over the same 70 findings: emit rate and undetected-wrong rate per channel count, and the two-channel family comparison this page is built on.","accessed_at":"2026-08-01T23:00","claim_ids":["c1","c2","c3","c4","c7","c9","c11"],"prev":"genesis","hash":"ac2c6845f3a6729091bfafda7cae1dba740f5d03d9f92bc684165739705c2e17"},{"id":"s2","type":"live_surface","title":"The probe report the rates come from","publisher":"miscsubjects.com","url":"https://miscsubjects.com/a/adjudication-probe-report-eu-ai-act","summary":"The 14-probe known-answer suite, per-model rates, the abstention strata, and the exclusion-policy sensitivity note appended 2026-08-01.","accessed_at":"2026-08-01T23:00","claim_ids":["c1","c5","c6","c10","c11","c12","c13","c14","c15"],"prev":"ac2c6845f3a6729091bfafda7cae1dba740f5d03d9f92bc684165739705c2e17","hash":"01e39dc9c4a46ab7241dac89cc3d6dd1f224427c7a0caa4148e169dd17c975e6"},{"id":"s3","type":"live_surface","title":"The probe instrument's own contract","publisher":"miscsubjects.com","url":"https://miscsubjects.com/api/directory/ADJUDICATE_PROBE","summary":"The directory row for the known-answer probe: correct verdicts declared in advance, run through the identical adjudication path, so miss and abstention rates are measured rather than assumed.","accessed_at":"2026-08-01T23:00","claim_ids":["c5","c12"],"prev":"01e39dc9c4a46ab7241dac89cc3d6dd1f224427c7a0caa4148e169dd17c975e6","hash":"33e39b75bd59f416b62599871dfa51bc9a9430a245829ac72b30e54edb7fb1e1"},{"id":"s4","type":"live_surface","title":"The system this measures, end to end","publisher":"miscsubjects.com","url":"https://miscsubjects.com/a/the-build-end-to-end","summary":"Where the panel, the gate, the receipts and the anchor sit in the whole assembly, including Part 21 on why nine models at five per cent is not five per cent to the ninth.","accessed_at":"2026-08-01T23:00","claim_ids":["c7","c15","c20","c21"],"prev":"33e39b75bd59f416b62599871dfa51bc9a9430a245829ac72b30e54edb7fb1e1","hash":"d3404ba9cab5bf63e49d40c461bf1936a39238b27db0df5dd0c8deceddedcf08"},{"id":"s5","type":"live_surface","title":"A live case where correlation showed its face","publisher":"miscsubjects.com","url":"https://miscsubjects.com/a/adjudication-eu-ai-act-article-50","summary":"The live run in which the panel split three CANNOT_CONCLUDE, one DENY, one AFFIRM on a genuine boundary question and the majority landed on the correct abstention.","accessed_at":"2026-08-01T23:00","claim_ids":["c8"],"prev":"d3404ba9cab5bf63e49d40c461bf1936a39238b27db0df5dd0c8deceddedcf08","hash":"b7fb8566168e56c172d0423baec9dca47055b78e8c6fa7f957d7b54d981a50e8"},{"id":"s6","type":"live_surface","title":"The objection as filed","publisher":"miscsubjects.com","url":"https://miscsubjects.com/i/discourse/obj-209","summary":"Objection 209: the 0.071 floor is sensitive to the malformed-output exclusion policy and the report did not say so. Raised by an external cold audit, 2026-08-01.","accessed_at":"2026-08-01T23:00","claim_ids":["c10","c14"],"prev":"b7fb8566168e56c172d0423baec9dca47055b78e8c6fa7f957d7b54d981a50e8","hash":"fa359efc30a5d8169f1d59198e89b9cdba71befc18c8f0aca9ed27f4247ac24d"},{"id":"s7","type":"live_surface","title":"The outreach machinery, documented end to end","publisher":"miscsubjects.com","url":"https://miscsubjects.com/a/outreach-machinery","summary":"The full pipeline this failure happened inside: discovery, enrichment, qualification gates, the drafting validator that destroys its own output, the send gate, and the template-collapse section this page expands.","accessed_at":"2026-08-01T23:00","claim_ids":["c16","c17","c18","c19","c20","c21"],"prev":"fa359efc30a5d8169f1d59198e89b9cdba71befc18c8f0aca9ed27f4247ac24d","hash":"0d9b4f0b699fcbe491fec7a7dd49070be94c693859763b8d58a776b245707342"}]}