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DefensibleScreen: two-round resume screening where every rejection cites a pre-registered criterion, PII is redacted before the model sees it, and every decision is audit-logged.
Travel chatbots are failing disabled travelers because the data is patchy. We're fixing that by calling the hotels, getting detailed info and supplying the accessibility database to websites.
