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Deepak Shivanandappa

The Persistent Context Sprint Hackathon | Live at MongoDB .Local Build Fest

RingOps - Voice-Driven Incident Response with Persistent Memory When production breaks, RingOps calls the on-call engineer instead of paging them to a dashboard. Using MongoDB Atlas Vector Search, it retrieves similar past incidents — root cause, fix, outcome - and walks through the situation in a live voice conversation powered by ElevenLabs. On command, it takes real action: rolling back a bad deploy or proposing a code fix, reflected live in a demo app. Every resolved incident is written back to memory, so the next call starts smarter than the last.

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Greywolf126

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