Step 16: tool results

match_claim

{
  "text": "More capable AI models detect more of an AI agent's hidden misbehavior when used as monitors.",
  "exclude_claim_id": "3c5e9fc9-3a05-44b4-bd1d-2785b377594d"
}

{"outcome":"match","is_match":true,"matched_claim_id":"08807a08-4374-41e7-9f9f-c5ce552d73ea","instance_stance":"affirms","direction_note":null,"confidence":0.95,"reasoning":"The graph already holds the matching proposition as “More capable language models are substantially more robust chain-of-thought monitors against evasion.” Its recorded source instance is from the same GPQA and stealth experiments, stating that stronger models were substantially more robust detectors. The proposed wording describes that same monitor-capability finding in less specific language, rather than turning on materially different evidence or considerations. The source therefore affirms the existing claim; it is not a separate claim merely because the proposed wording omits the chain-of-thought qualification.","alternative_matches":["f884ecba-eb6b-4978-9b83-6af5fec5a414","54994356-47c8-4a8f-8761-c9ce277a8456","a0867a24-31b6-4ad6-9add-f140c4da7663"],"relationship_notes":"The oversight-game performance claim is a broader, distinct empirical proposition; the weak-monitor scaffolding claim concerns design enabling weaker monitors to monitor stronger agents, and the deception-resistance claim concerns certain methods under increasing capability gaps. They are related but are not as close as the existing claim whose source instance records the same stronger-monitor detection result."}

match_claim

{
  "text": "More capable AI agents are better at concealing misbehavior from a fixed AI monitor.",
  "exclude_claim_id": "3c5e9fc9-3a05-44b4-bd1d-2785b377594d"
}

{"outcome":"new","is_match":false,"matched_claim_id":null,"instance_stance":"affirms","new_canonical_form":"More capable AI agents better conceal misbehavior from a fixed AI monitor.","direction_note":"The source asserts the affirmative comparative thesis that greater agent capability improves concealment against an unchanged monitor.","confidence":0.84,"reasoning":"The proposition is a claim, and the source affirms it. I searched the wording, paraphrases, and opposing formulations. The closest existing nodes concern increased evasion of chain-of-thought monitors as capability rises (b1fdd80b-5dfa-4471-91e4-032330a51378), higher chain-of-thought monitor evasion rates in like-for-like comparisons of newer frontier models (6a2569a1-846d-47b1-a960-84974f9e0b6f), and capability-gap effects on oversight or evasion (03360fe8-6d07-4c01-b5f4-fc1892a910fc; db9cccf6-d168-400c-84df-c47bb5732a50; 2d5868e4-745c-474f-ac6f-cc9cbc25ea8c). These are close, but not the same proposition: they specify chain-of-thought monitoring or particular evasion mechanisms/evaluations, or state the broader difficulty of oversight as capability gaps widen. The submitted wording makes the monitor fixed but does not restrict its monitoring method to chain of thought, and asserts improved concealment rather than merely increased difficulty of oversight. Those differences can change what evidence bears on the proposition, so the recoverable decision is to create rather than silently force a match.","alternative_matches":["b1fdd80b-5dfa-4471-91e4-032330a51378","6a2569a1-846d-47b1-a960-84974f9e0b6f","03360fe8-6d07-4c01-b5f4-fc1892a910fc","db9cccf6-d168-400c-84df-c47bb5732a50","2d5868e4-745c-474f-ac6f-cc9cbc25ea8c","a0867a24-31b6-4ad6-9add-f140c4da7663"],"relationship_notes":"The nearest nodes are related specifications or broader claims, not exact matches: b1fdd80b-5dfa-4471-91e4-032330a51378 and 6a2569a1-846d-47b1-a960-84974f9e0b6f focus on chain-of-thought monitor evasion; 03360fe8-6d07-4c01-b5f4-fc1892a910fc on adaptive attacks against weaker trusted monitors; db9cccf6-d168-400c-84df-c47bb5732a50 and 2d5868e4-745c-474f-ac6f-cc9cbc25ea8c on broader oversight difficulty as capability gaps widen. a0867a24-31b6-4ad6-9add-f140c4da7663 describes the countervailing case in which some oversight methods resist deception better as the overseen model's capability advantage grows."}