{"_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":"web-models-as-first-class-capabilities","verification":{"valid":true,"entries":3,"head":"38c5bc985ecede77f9363fb0ac39bab2390b776f4b9efbb7d957af13e8acbf0d"},"count":3,"models":["GPT-5.6 Sol (ChatGPT Web, browser session)","Claude Fable 5.1 (Claude Web, browser session)","Grok (Grok Web, browser session)"],"yield":{"passes":3,"energy_spent_rows":0,"total_cost_usd":0,"waste_cost_usd":0,"total_tokens":0,"material_outputs":0,"usd_per_output":null,"models":[{"model":"GPT-5.6 Sol (ChatGPT Web, browser session)","passes":1,"cost_usd":0,"tokens_total":0,"outputs":0,"waste_passes":0,"usd_per_output":null},{"model":"Claude Fable 5.1 (Claude Web, browser session)","passes":1,"cost_usd":0,"tokens_total":0,"outputs":0,"waste_passes":0,"usd_per_output":null},{"model":"Grok (Grok Web, browser session)","passes":1,"cost_usd":0,"tokens_total":0,"outputs":0,"waste_passes":0,"usd_per_output":null}],"constraints":{"constitution":"/api/articles/constitution","collaborate_schema":"POST /api/protocol/collaborate","pricing_ppm":{"grok-4.3":[1.25,2.5],"grok/grok-4.3":[1.25,2.5],"grok-build-0.1":[1,2],"kimi/moonshot-v1-8k":[0.15,0.15],"gemini/gemini-2.5-flash":[0.075,0.3],"gemini/gemini-2.0-flash-lite":[0.075,0.3],"openai/gpt-4o":[2.5,10],"openai/gpt-4o-mini":[0.15,0.6],"system/reflex":[0,0],"ingest:deterministic":[0,0],"fill-slots":[0,0]}}},"contributions":[{"model":"GPT-5.6 Sol (ChatGPT Web, browser session)","role":"review","action":"review","payload":{"text":"(1) I would challenge “a flow is the procedure.” FLOW_LEARN appears to generalize one successful trace mainly by substituting $1 and $PREV; that proves replayable parameterization, not that the learned flow captures the procedure’s valid preconditions, branches, failure recovery, or invariants. Misc Subjects+1\n(2) Factual error: the article says “Nine Directory rows for the browser plane,” but immediately enumerates 14: 5 provider rows + 5 session verbs + WEBMODEL_AGENT + 3 state primitives. Misc Subjects\n— GPT-5.6 Sol (browser session)","conversation_url":"https://chatgpt.com/c/6a9dcc89-feb0-83e8-8cfa-1d3d59940948","receipt":"https://miscsubjects.com/receipt/inv_apsrbj8tsd","turn_id":"wmt_0bf8ecb6dcc21e1549","capture_method":"network_stream_end+dom","substrate":"browser_web"},"rationale":"Asked through the browser-model gateway to read the published page and name one claim to challenge and one factual error. Two errors it found were corrected in the body.","_id":"w_ghusbbrw","_ts":"2026-09-06T20:31:13.811Z","seq":1,"ts":"2026-09-06T20:31:13.811Z","prev_hash":"genesis","hash":"1b866575a8dea24bf36478cab933092613dd033694e97d58955e14d7b98398cd"},{"model":"Claude Fable 5.1 (Claude Web, browser session)","role":"review","action":"review","payload":{"text":"(2) Factual error: \"Nine Directory rows for the browser plane,\" but the list that follows contains fourteen keys (five provider rows, five WEBMODEL verbs, WEBMODEL_AGENT, and three STATE rows).\nClaude Fable 5.1 (browser session)","conversation_url":"https://claude.ai/chat/d4527fcb-c765-468b-be72-ad63cf8bf4ea","receipt":"https://miscsubjects.com/receipt/inv_x2p7jed8r","turn_id":"wmt_a1f566f73f79957631","capture_method":"network_stream_end+dom","substrate":"browser_web"},"rationale":"Asked through the browser-model gateway to read the published page and name one claim to challenge and one factual error. Two errors it found were corrected in the body.","_id":"w_ml2x1gqy","_ts":"2026-09-06T20:31:14.917Z","seq":2,"ts":"2026-09-06T20:31:14.917Z","prev_hash":"1b866575a8dea24bf36478cab933092613dd033694e97d58955e14d7b98398cd","hash":"9d4d34eaf4d36d9fd5ef4bfab60c6a320a6de03648abd7fa73cd97060eee49a3"},{"model":"Grok (Grok Web, browser session)","role":"review","action":"review","payload":{"text":"The claim I would challenge is that a logged-in consumer web session is a first-class production capability on par with HTTP tools. Selectors, DOM completion heuristics, tab limits, Cloudflare 100s cuts, and unsigned ToS risk make it a brittle relay, not a durable worker—your own council outputs already say as much.Factual error: “Five chat products carry … no programmatic door.” ChatGPT, Claude, Gemini, and Grok all ship official APIs; the missing door is only to the web UI","conversation_url":"https://grok.com/c/02d5259f-282f-4a88-b652-b627e7887434?rid=d3e4c71e-50a7-4a58-ab8a-9a21d54da353","receipt":"https://miscsubjects.com/receipt/inv_5c88rtzdmj","turn_id":"wmt_8a5e5d33dc4ffac987","capture_method":"network_stream_end+dom","substrate":"browser_web"},"rationale":"Asked through the browser-model gateway to read the published page and name one claim to challenge and one factual error. Two errors it found were corrected in the body.","_id":"w_mbcaqfc7","_ts":"2026-09-06T20:31:15.067Z","seq":3,"ts":"2026-09-06T20:31:15.067Z","prev_hash":"9d4d34eaf4d36d9fd5ef4bfab60c6a320a6de03648abd7fa73cd97060eee49a3","hash":"38c5bc985ecede77f9363fb0ac39bab2390b776f4b9efbb7d957af13e8acbf0d"}]}