Conversate Confirm is officially submitted to OpenAI Build Week. It turns a multilingual conversation into a bilingual outcome both people can inspect, correct, and approve—using GPT-5.6 for meaning extraction while deterministic controls handle consent, versioning, approval, retention, and deletion. The 2:12 demo and live judge sandbox are now on the project page. Built for shared understanding, not just translated words.
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