{"slug":"oip-system-adjudicate","title":"OIP system: ADJUDICATE","body":"## ADJUDICATE\n\nA generated article for one OIP shelf. It lists every operation in this API/CLI/MCP/device/model/core subsystem, links each leaf article, and gives the ledger path for proof.\n\nThis page is the operating article for one build subsystem. It is generated from live directory rows. If a task belongs to this subsystem, scan the operations below, open the matching capability article, run only the exact object named there, and verify by receipt.\n\nKind: `core`. Capabilities: `15`. Machine system map: [/api/dispatch?map=ADJUDICATE&format=markdown](https://miscsubjects.com/api/dispatch?map=ADJUDICATE&format=markdown). Root: [/a/oip](https://miscsubjects.com/a/oip).\n\n## Operations\n\n### ADJUDICATE_PROBE\nKnown-answer probe for an adjudication panel. Runs claims whose correct verdict is declared IN ADVANCE through the identical adjudication path, so the panel's miss rate and abstention rate are measured per model per rule set rather than assumed. A verdict with an attached error rate is evidence; without one it is an opinion with good paperwork.\nUse when: before relying on any panel verdict for a consequence, and at a low rate continuously inside the live adjudication stream.\nArguments: `probe_set_slug|panel_keys_csv`.\nHuman article: [/a/oip-capability-adjudicate-probe](https://miscsubjects.com/a/oip-capability-adjudicate-probe). Machine doc: [?key=ADJUDICATE_PROBE&format=markdown](https://miscsubjects.com/api/dispatch?key=ADJUDICATE_PROBE&format=markdown). Invocation history: [/api/invocations?object_id=ADJUDICATE_PROBE](https://miscsubjects.com/api/invocations?object_id=ADJUDICATE_PROBE).\n\n### ADJUDICATE_HUMAN_REVIEW\nRecord a named human reviewer's finding on an adjudication, with BLINDED as a required field. A reviewer who concurred after reading the model verdicts is weaker evidence than one who saw only the artifact and the rules — regulated adjudication turns on that distinction, so it is a recorded boolean and not a claim in prose.\nUse when: after a model panel has run, before any finding is relied on for a consequence.\nArguments: `RULESET_HASH, ARTIFACT_HASH, REVIEWER, BLINDED, VERDICT, BASIS, DATE.`.\nHuman article: [/a/oip-capability-adjudicate-human-review](https://miscsubjects.com/a/oip-capability-adjudicate-human-review). Machine doc: [?key=ADJUDICATE_HUMAN_REVIEW&format=markdown](https://miscsubjects.com/api/dispatch?key=ADJUDICATE_HUMAN_REVIEW&format=markdown). Invocation history: [/api/invocations?object_id=ADJUDICATE_HUMAN_REVIEW](https://miscsubjects.com/api/invocations?object_id=ADJUDICATE_HUMAN_REVIEW).\n\n### ADJUDICATE_KIMI_K27\nOne signed adjudication finding on a claim against a cited source, under a published rule set pinned at a content hash. Verdicts: AFFIRM | DENY | CANNOT_CONCLUDE. Executing model: @cf/moonshotai/kimi-k2.7-code — the key names this model and no other.\nUse when: you need a checkable finding about whether a source supports a claim, whether a statutory obligation applies, whether a record was in a dataset, or whether an identity matches — with the rules, the exposure and the signature on the record.\nArguments: `the adjudication body: RULESET_URL, RULESET_HASH, RULESET, CLAIM, ARTIFACT_HASH, MODEL_TARGET (must equal this row's target), SOURCE, optional PRIOR_FINDINGS.`.\nHuman article: [/a/oip-capability-adjudicate-kimi-k27](https://miscsubjects.com/a/oip-capability-adjudicate-kimi-k27). Machine doc: [?key=ADJUDICATE_KIMI_K27&format=markdown](https://miscsubjects.com/api/dispatch?key=ADJUDICATE_KIMI_K27&format=markdown). Invocation history: [/api/invocations?object_id=ADJUDICATE_KIMI_K27](https://miscsubjects.com/api/invocations?object_id=ADJUDICATE_KIMI_K27).\n\n### ADJUDICATE_KIMI_K26\nOne signed adjudication finding on a claim against a cited source, under a published rule set pinned at a content hash. Verdicts: AFFIRM | DENY | CANNOT_CONCLUDE. Executing model: @cf/moonshotai/kimi-k2.6 — the key names this model and no other.\nUse when: you need a checkable finding about whether a source supports a claim, whether a statutory obligation applies, whether a record was in a dataset, or whether an identity matches — with the rules, the exposure and the signature on the record.\nArguments: `the adjudication body: RULESET_URL, RULESET_HASH, RULESET, CLAIM, ARTIFACT_HASH, MODEL_TARGET (must equal this row's target), SOURCE, optional PRIOR_FINDINGS.`.\nHuman article: [/a/oip-capability-adjudicate-kimi-k26](https://miscsubjects.com/a/oip-capability-adjudicate-kimi-k26). Machine doc: [?key=ADJUDICATE_KIMI_K26&format=markdown](https://miscsubjects.com/api/dispatch?key=ADJUDICATE_KIMI_K26&format=markdown). Invocation history: [/api/invocations?object_id=ADJUDICATE_KIMI_K26](https://miscsubjects.com/api/invocations?object_id=ADJUDICATE_KIMI_K26).\n\n### ADJUDICATE_GLM_52\nOne signed adjudication finding on a claim against a cited source, under a published rule set pinned at a content hash. Verdicts: AFFIRM | DENY | CANNOT_CONCLUDE. Executing model: @cf/zai-org/glm-5.2 — the key names this model and no other.\nUse when: you need a checkable finding about whether a source supports a claim, whether a statutory obligation applies, whether a record was in a dataset, or whether an identity matches — with the rules, the exposure and the signature on the record.\nArguments: `the adjudication body: RULESET_URL, RULESET_HASH, RULESET, CLAIM, ARTIFACT_HASH, MODEL_TARGET (must equal this row's target), SOURCE, optional PRIOR_FINDINGS.`.\nHuman article: [/a/oip-capability-adjudicate-glm-52](https://miscsubjects.com/a/oip-capability-adjudicate-glm-52). Machine doc: [?key=ADJUDICATE_GLM_52&format=markdown](https://miscsubjects.com/api/dispatch?key=ADJUDICATE_GLM_52&format=markdown). Invocation history: [/api/invocations?object_id=ADJUDICATE_GLM_52](https://miscsubjects.com/api/invocations?object_id=ADJUDICATE_GLM_52).\n\n### ADJUDICATE_GLM_FLASH\nOne signed adjudication finding on a claim against a cited source, under a published rule set pinned at a content hash. Verdicts: AFFIRM | DENY | CANNOT_CONCLUDE. Executing model: @cf/zai-org/glm-4.7-flash — the key names this model and no other.\nUse when: you need a checkable finding about whether a source supports a claim, whether a statutory obligation applies, whether a record was in a dataset, or whether an identity matches — with the rules, the exposure and the signature on the record.\nArguments: `the adjudication body: RULESET_URL, RULESET_HASH, RULESET, CLAIM, ARTIFACT_HASH, MODEL_TARGET (must equal this row's target), SOURCE, optional PRIOR_FINDINGS.`.\nHuman article: [/a/oip-capability-adjudicate-glm-flash](https://miscsubjects.com/a/oip-capability-adjudicate-glm-flash). Machine doc: [?key=ADJUDICATE_GLM_FLASH&format=markdown](https://miscsubjects.com/api/dispatch?key=ADJUDICATE_GLM_FLASH&format=markdown). Invocation history: [/api/invocations?object_id=ADJUDICATE_GLM_FLASH](https://miscsubjects.com/api/invocations?object_id=ADJUDICATE_GLM_FLASH).\n\n### ADJUDICATE_LLAMA_33\nOne signed adjudication finding on a claim against a cited source, under a published rule set pinned at a content hash. Verdicts: AFFIRM | DENY | CANNOT_CONCLUDE. Executing model: @cf/meta/llama-3.3-70b-instruct-fp8-fast — the key names this model and no other.\nUse when: you need a checkable finding about whether a source supports a claim, whether a statutory obligation applies, whether a record was in a dataset, or whether an identity matches — with the rules, the exposure and the signature on the record.\nArguments: `the adjudication body: RULESET_URL, RULESET_HASH, RULESET, CLAIM, ARTIFACT_HASH, MODEL_TARGET (must equal this row's target), SOURCE, optional PRIOR_FINDINGS.`.\nHuman article: [/a/oip-capability-adjudicate-llama-33](https://miscsubjects.com/a/oip-capability-adjudicate-llama-33). Machine doc: [?key=ADJUDICATE_LLAMA_33&format=markdown](https://miscsubjects.com/api/dispatch?key=ADJUDICATE_LLAMA_33&format=markdown). Invocation history: [/api/invocations?object_id=ADJUDICATE_LLAMA_33](https://miscsubjects.com/api/invocations?object_id=ADJUDICATE_LLAMA_33).\n\n### ADJUDICATE_ADVERSARY_GLM52\nThe mandatory recorded adversary in an adjudication. Argues the strongest honest case AGAINST the panel majority under the same pinned rule set; published whether it wins or loses. Executing model: @cf/zai-org/glm-5.2.\nUse when: always, on any adjudication whose finding will be relied on. A panel with no recorded dissent is a poll.\nArguments: `RULESET, RULESET_HASH, CLAIM, SOURCE, MAJORITY, MODEL_TARGET.`.\nHuman article: [/a/oip-capability-adjudicate-adversary-glm52](https://miscsubjects.com/a/oip-capability-adjudicate-adversary-glm52). Machine doc: [?key=ADJUDICATE_ADVERSARY_GLM52&format=markdown](https://miscsubjects.com/api/dispatch?key=ADJUDICATE_ADVERSARY_GLM52&format=markdown). Invocation history: [/api/invocations?object_id=ADJUDICATE_ADVERSARY_GLM52](https://miscsubjects.com/api/invocations?object_id=ADJUDICATE_ADVERSARY_GLM52).\n\n### ADJUDICATE_IMAGE_LLAMA32\nOne signed attesting finding over an IMAGE plus a supplied record, under a rule set pinned at a content hash. The pixels are fetched and put in the message, so the finding is about what the model saw rather than about a URL it could not open. Verdicts: AFFIRM | DENY | CANNOT_CONCLUDE. RECORDS_ABSENT is mandatory and its omission voids the finding. Executing model: @cf/meta/llama-3.2-11b-vision-instruct — the key names this model and no other.\nUse when: any question whose answer depends on an image AND a record, where the reader must be able to check a year later what the model was given, what it was not given, and which clause each step conformed to.\nArguments: `the adjudication body. Must contain RULESET_URL, RULESET_HASH, RULESET (numbered clauses), the question, IMAGE_URL on its own line (https; the bytes are fetched and hashed into the recorded request), IMAGE_SHA256, the record and its hash, and MODEL_TARGET.`.\nHuman article: [/a/oip-capability-adjudicate-image-llama32](https://miscsubjects.com/a/oip-capability-adjudicate-image-llama32). Machine doc: [?key=ADJUDICATE_IMAGE_LLAMA32&format=markdown](https://miscsubjects.com/api/dispatch?key=ADJUDICATE_IMAGE_LLAMA32&format=markdown). Invocation history: [/api/invocations?object_id=ADJUDICATE_IMAGE_LLAMA32](https://miscsubjects.com/api/invocations?object_id=ADJUDICATE_IMAGE_LLAMA32).\n\n### ADJUDICATE_ATTEST_KIMI_K27\nOne signed attesting finding under a rule set pinned at a content hash. Verdicts: AFFIRM | DENY | CANNOT_CONCLUDE. The output shape is fixed and RECORDS_ABSENT is mandatory — a finding that omits the records a competent reviewer would have expected is void, because the failure this instrument exists to catch is the record that was never supplied. Executing model: @cf/moonshotai/kimi-k2.7-code — the key names this model and no other.\nUse when: any consequential question where a reader must be able to check, a year later, what the model was given, what it was NOT given, which clause each reasoning step conformed to, and what would change the verdict.\nArguments: `the adjudication body: the QUESTION, RULESET_URL, RULESET_HASH, RULESET as numbered clauses, the artifact and its ARTIFACT_SHA256, and MODEL_TARGET (must equal this row's target).`.\nHuman article: [/a/oip-capability-adjudicate-attest-kimi-k27](https://miscsubjects.com/a/oip-capability-adjudicate-attest-kimi-k27). Machine doc: [?key=ADJUDICATE_ATTEST_KIMI_K27&format=markdown](https://miscsubjects.com/api/dispatch?key=ADJUDICATE_ATTEST_KIMI_K27&format=markdown). Invocation history: [/api/invocations?object_id=ADJUDICATE_ATTEST_KIMI_K27](https://miscsubjects.com/api/invocations?object_id=ADJUDICATE_ATTEST_KIMI_K27).\n\n### ADJUDICATE_ATTEST_KIMI_K26\nOne signed attesting finding under a rule set pinned at a content hash. Verdicts: AFFIRM | DENY | CANNOT_CONCLUDE. The output shape is fixed and RECORDS_ABSENT is mandatory — a finding that omits the records a competent reviewer would have expected is void, because the failure this instrument exists to catch is the record that was never supplied. Executing model: @cf/moonshotai/kimi-k2.6 — the key names this model and no other.\nUse when: any consequential question where a reader must be able to check, a year later, what the model was given, what it was NOT given, which clause each reasoning step conformed to, and what would change the verdict.\nArguments: `the adjudication body: the QUESTION, RULESET_URL, RULESET_HASH, RULESET as numbered clauses, the artifact and its ARTIFACT_SHA256, and MODEL_TARGET (must equal this row's target).`.\nHuman article: [/a/oip-capability-adjudicate-attest-kimi-k26](https://miscsubjects.com/a/oip-capability-adjudicate-attest-kimi-k26). Machine doc: [?key=ADJUDICATE_ATTEST_KIMI_K26&format=markdown](https://miscsubjects.com/api/dispatch?key=ADJUDICATE_ATTEST_KIMI_K26&format=markdown). Invocation history: [/api/invocations?object_id=ADJUDICATE_ATTEST_KIMI_K26](https://miscsubjects.com/api/invocations?object_id=ADJUDICATE_ATTEST_KIMI_K26).\n\n### ADJUDICATE_ATTEST_GLM_52\nOne signed attesting finding under a rule set pinned at a content hash. Verdicts: AFFIRM | DENY | CANNOT_CONCLUDE. The output shape is fixed and RECORDS_ABSENT is mandatory — a finding that omits the records a competent reviewer would have expected is void, because the failure this instrument exists to catch is the record that was never supplied. Executing model: @cf/zai-org/glm-5.2 — the key names this model and no other.\nUse when: any consequential question where a reader must be able to check, a year later, what the model was given, what it was NOT given, which clause each reasoning step conformed to, and what would change the verdict.\nArguments: `the adjudication body: the QUESTION, RULESET_URL, RULESET_HASH, RULESET as numbered clauses, the artifact and its ARTIFACT_SHA256, and MODEL_TARGET (must equal this row's target).`.\nHuman article: [/a/oip-capability-adjudicate-attest-glm-52](https://miscsubjects.com/a/oip-capability-adjudicate-attest-glm-52). Machine doc: [?key=ADJUDICATE_ATTEST_GLM_52&format=markdown](https://miscsubjects.com/api/dispatch?key=ADJUDICATE_ATTEST_GLM_52&format=markdown). Invocation history: [/api/invocations?object_id=ADJUDICATE_ATTEST_GLM_52](https://miscsubjects.com/api/invocations?object_id=ADJUDICATE_ATTEST_GLM_52).\n\n### ADJUDICATE_ATTEST_GLM_FLASH\nOne signed attesting finding under a rule set pinned at a content hash. Verdicts: AFFIRM | DENY | CANNOT_CONCLUDE. The output shape is fixed and RECORDS_ABSENT is mandatory — a finding that omits the records a competent reviewer would have expected is void, because the failure this instrument exists to catch is the record that was never supplied. Executing model: @cf/zai-org/glm-4.7-flash — the key names this model and no other.\nUse when: any consequential question where a reader must be able to check, a year later, what the model was given, what it was NOT given, which clause each reasoning step conformed to, and what would change the verdict.\nArguments: `the adjudication body: the QUESTION, RULESET_URL, RULESET_HASH, RULESET as numbered clauses, the artifact and its ARTIFACT_SHA256, and MODEL_TARGET (must equal this row's target).`.\nHuman article: [/a/oip-capability-adjudicate-attest-glm-flash](https://miscsubjects.com/a/oip-capability-adjudicate-attest-glm-flash). Machine doc: [?key=ADJUDICATE_ATTEST_GLM_FLASH&format=markdown](https://miscsubjects.com/api/dispatch?key=ADJUDICATE_ATTEST_GLM_FLASH&format=markdown). Invocation history: [/api/invocations?object_id=ADJUDICATE_ATTEST_GLM_FLASH](https://miscsubjects.com/api/invocations?object_id=ADJUDICATE_ATTEST_GLM_FLASH).\n\n### ADJUDICATE_ATTEST_LLAMA_33\nOne signed attesting finding under a rule set pinned at a content hash. Verdicts: AFFIRM | DENY | CANNOT_CONCLUDE. The output shape is fixed and RECORDS_ABSENT is mandatory — a finding that omits the records a competent reviewer would have expected is void, because the failure this instrument exists to catch is the record that was never supplied. Executing model: @cf/meta/llama-3.3-70b-instruct-fp8-fast — the key names this model and no other.\nUse when: any consequential question where a reader must be able to check, a year later, what the model was given, what it was NOT given, which clause each reasoning step conformed to, and what would change the verdict.\nArguments: `the adjudication body: the QUESTION, RULESET_URL, RULESET_HASH, RULESET as numbered clauses, the artifact and its ARTIFACT_SHA256, and MODEL_TARGET (must equal this row's target).`.\nHuman article: [/a/oip-capability-adjudicate-attest-llama-33](https://miscsubjects.com/a/oip-capability-adjudicate-attest-llama-33). Machine doc: [?key=ADJUDICATE_ATTEST_LLAMA_33&format=markdown](https://miscsubjects.com/api/dispatch?key=ADJUDICATE_ATTEST_LLAMA_33&format=markdown). Invocation history: [/api/invocations?object_id=ADJUDICATE_ATTEST_LLAMA_33](https://miscsubjects.com/api/invocations?object_id=ADJUDICATE_ATTEST_LLAMA_33).\n\n### ADJUDICATE_ATTEST_ADVERSARY_GLM52\nOne signed attesting finding under a rule set pinned at a content hash. Verdicts: AFFIRM | DENY | CANNOT_CONCLUDE. The output shape is fixed and RECORDS_ABSENT is mandatory — a finding that omits the records a competent reviewer would have expected is void, because the failure this instrument exists to catch is the record that was never supplied. Executing model: @cf/zai-org/glm-5.2 — the key names this model and no other.\nUse when: any consequential question where a reader must be able to check, a year later, what the model was given, what it was NOT given, which clause each reasoning step conformed to, and what would change the verdict.\nArguments: `the adjudication body: the QUESTION, RULESET_URL, RULESET_HASH, RULESET as numbered clauses, the artifact and its ARTIFACT_SHA256, and MODEL_TARGET (must equal this row's target).`.\nHuman article: [/a/oip-capability-adjudicate-attest-adversary-glm52](https://miscsubjects.com/a/oip-capability-adjudicate-attest-adversary-glm52). Machine doc: [?key=ADJUDICATE_ATTEST_ADVERSARY_GLM52&format=markdown](https://miscsubjects.com/api/dispatch?key=ADJUDICATE_ATTEST_ADVERSARY_GLM52&format=markdown). Invocation history: [/api/invocations?object_id=ADJUDICATE_ATTEST_ADVERSARY_GLM52](https://miscsubjects.com/api/invocations?object_id=ADJUDICATE_ATTEST_ADVERSARY_GLM52).\n","register":"oip_protocol","tags":["oip","object-invocation-protocol","protocol-specification","machine-native-json","system"],"style":{"accent":"#16324f","measure":860},"claims":[{"id":"oip-c1","tier":"system","text":"The OIP article layer is generated from live directory rows, so it documents the objects that actually run the reference implementation.","who_claims":"system/oip_articles","source_ids":["oip-s3","oip-s4"]},{"id":"oip-c2","tier":"system","text":"The OIP operating path is caller to directory object to dispatch runner to invocation ledger to receipt.","who_claims":"system/oip_articles","source_ids":["oip-s1"]},{"id":"oip-c3","tier":"system","text":"Every executable capability in the reference implementation is reachable as an OIP object with a human article, a machine document, invocation history, and receipt path.","who_claims":"system/oip_articles","source_ids":["oip-s2","oip-s3"]},{"id":"oip-c4","tier":"system","text":"Tap & Go is the copy primitive: one drop carries credential, protocol, tree, search, execute, and receipt instructions without a separate token-map-bundle assembly step.","who_claims":"system/oip_articles","source_ids":["oip-s2"]},{"id":"oip-c5","tier":"system","text":"OIP receipts are the proof object for actions: they record request, response, actor, links, replay, repair, and lineage.","who_claims":"system/oip_articles","source_ids":["oip-s2","oip-s5"]}],"sources":[{"id":"oip-s1","type":"protocol","title":"BUILD_SPEC object invocation path","url":"https://miscsubjects.com/api/file/docs/BUILD_SPEC.md","summary":"Defines directory rows, dispatch, ledger, and the escalation path for changing the build.","quote":"Run anything: POST https://miscsubjects.com/api/dispatch {key, body}","claim_ids":["oip-c2"],"link_status":"ok","hash":"oipbuildspec0001"},{"id":"oip-s2","type":"protocol","title":"Object Invocation Protocol spec","url":"https://miscsubjects.com/api/file/docs/OIP.md","summary":"Defines OIP surfaces, invariant loop, receipt/replay/repair, and invocation envelopes.","quote":"identify, explain, invoke, ledger, yield","claim_ids":["oip-c3","oip-c4","oip-c5"],"link_status":"ok","hash":"oipspec00000002"},{"id":"oip-s3","type":"protocol","title":"Live OIP capability tree","url":"https://miscsubjects.com/api/dispatch?map=1&format=markdown","summary":"Public recursive capability tree.","quote":"root > shelf > system article > capability article > receipt","claim_ids":["oip-c1","oip-c3"],"link_status":"ok","hash":"oipmap0000000002"},{"id":"oip-s4","type":"protocol","title":"Directory row documentation","url":"https://miscsubjects.com/api/dispatch?key=OIP_TREE&format=markdown","summary":"Capability articles are generated from live rows.","quote":"Machine Contract","claim_ids":["oip-c1"],"link_status":"ok","hash":"oiprow0000000003"},{"id":"oip-s5","type":"protocol","title":"Invocation ledger","url":"https://miscsubjects.com/api/invocations","summary":"Append-only invocation records and receipt links.","quote":"invocations","claim_ids":["oip-c5"],"link_status":"ok","hash":"oipinvocations0005"}],"prov":{"model":"system/oip_articles","action":"generate"}}