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Developer Builds AI Tool to Distinguish Mentioned Topics from Actually Answered Questions

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A developer created an AI scribe tool called 'intake' for the All Things Agentic Hackathon in August 2026, addressing a gap in existing AI transcription products. Current tools on the market, including Microsoft Teams' Facilitator, mark a topic as covered when it is merely mentioned, even if a direct answer was never provided. The tool targets community nurses who must complete legally required forms, ensuring that vague responses like 'a couple of wobbles' are not falsely recorded as satisfying specific clinical questions. Built on Google ADK 2.6.2, Cloud Run, Gemini 3.6 Flash on Vertex AI, and Firestore, the system uses isolated adjudication calls per open form item rather than a single large prompt. Before generating a report, every required field is resolved as either answered with a transcript reference, formally declined, or escalated for practitioner review.

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Developer Builds AI Tool to Distinguish Mentioned Topics from Actually Answered Questions · ShortSingh