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Navigating Floods Without Data: Building Sentinel Voice Agent in 10 Days

Subhangi Dutta 2026年08月15日 20:21 3 次阅读 来源:Dev.to

It was during the peak monsoon season when I read a distress report from a family stranded on their rooftop. Power was flickering, rain was hammering against the walls, and cellular data was down to a crawling 2G edge. They had a phone with 14% battery, but opening an emergency app or downloading heavy government disaster PDFs was impossible. All they could do was place a direct phone call. That moment stayed with me. When panic sets in and water is rising inside your living room, you don't navigate drop-down menus or type search queries into a browser. You need to speak, and you need a voice that answers immediately with verified life-saving relief info. That became the driving mission behind Sentinel — an autonomous, real-time Voice AI emergency dispatcher that I built over 10 days during the #VoiceForBharat challenge. The Problem I Wanted to Solve In emergency response across India, victims and disaster managers face three immediate hurdles: Information Fragmentation: Emergency guidelines, live rainfall alerts, and shelter capacities exist across different departments. A caller in panic needs instant answers (e.g., "Is there a shelter in Guwahati with medical support and space for pets?" ). The Friction of Touch UIs: Wet screens, low digital literacy, and high adrenaline make text interfaces fail. Voice is the most natural, accessible lifeline. Context Collapse: When standard chatbots escalate a user to another team or system, they drop the context and force the distressed victim to repeat their story from scratch. How Sentinel Works Under the Hood To make Sentinel feel like a natural human dispatcher, every millisecond of latency had to be eliminated. The system streams voice bidirectionally through a unified WebRTC pipeline: Speech-to-Text (STT): Deepgram Nova-3 transcribes incoming audio streams in real time with multilingual code-mixing support (English & Hindi). Brain & Reasoning (LLM): Google Gemini handles real-time disaster triage, safety guardrails, and

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