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HealthMitra: An AI Voice Health Companion for India, Built in 10 Days

An AI health companion that answers — and places — phone calls in Hindi and English, built on LiveKit and Murf Falcon over ten days of shipping one feature at a time.

  • HealthMitra AI voice companion developed in 10 days for India
  • Assists callers with language barriers, symptom assessment, and care options
  • Operates using Deepgram Nova-3, Gemini 3.5 Flash-Lite, Murf Falcon, and SQLite

The Harness Is Not Intelligence: What Is Actually Improving in AI Agents?

A few months ago, I wrote about a feeling I still have today: AI models, and especially coding agents, no longer give me the same sense of huge leaps that they used to.

  • AI agents' performance depends on harness, not just model
  • Different harnesses yield vastly different agent experiences
  • Model mistakes can be corrected by good harnesses

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