{"event":{"id":"evt-openai-ironclad-domain-training-20261006","dedupe_key":"domain_software_training_feedback:2026-10-06:openai-trains-computer-use-agents-inside-ironclad-workflows","event_type":"domain_software_training_feedback","title":"OpenAI trains computer-use agents inside Ironclad workflows","summary":"OpenAI and Ironclad disclosed a setup in which hosted contracting software, domain experts and business-rule rubrics feed into computer-use agent training and evaluation. The disclosed evaluation is internal and narrow.","occurred_at":"2026-10-06T00:00:00.000Z","published_at":null,"observed_at":"2026-10-06T22:05:49.000Z","reconstructed_at":null,"ingest_type":"live_world_scan","locations":null,"status":"verified","confidence":0.96,"metadata":{"uncertainty":"Internal 11-task evaluation; no independent replication or production outcome measurement."},"created_at":"2026-10-07T06:53:49.374Z","updated_at":"2026-10-07T06:53:49.374Z"},"artifacts":[{"id":"art-openai-ironclad-domain-training-20261006","canonical_url":"https://openai.com/index/advancing-computer-use-with-ironclad","artifact_type":"research_collaboration","title":"OpenAI and Ironclad domain-software training collaboration","summary":"OpenAI and Ironclad built hosted contracting tasks and business-rule rubrics for computer-use training and evaluation. Reported benchmark gains come from a narrow internal task set and should not be generalized to broad contracting competence.","creator_entities":["OpenAI","Ironclad"],"released_at":"2026-10-06T00:00:00.000Z","content_hash":null,"metadata":{"task_count":11,"independent_replication":false},"created_at":"2026-10-07T06:53:49.370Z","updated_at":"2026-10-07T06:53:49.370Z","relation":"evidenced_by"}],"signals":[{"id":"sig-domain-software-to-model-training-20261007","statement":"Production-domain software environments and human-defined business rules are becoming direct inputs to frontier-agent training and evaluation, strengthening a feedback path from Software/Human into Research/Models/Agents.","signal_type":"domain_environment_training_feedback","direction":"increasing","confidence":0.9,"epistemic_status":"supported_inference","mapping_mode":"contemporaneous","reconstructed_at":null,"created_at":"2026-10-07T06:53:49.375Z","updated_at":"2026-10-07T06:53:49.375Z"}]}