- 🔭 AI Engineer at Mantra Ideas, Lalitpur, shipping production voice systems and clinical speech pipelines
- 🎙️ Built Colait's physician interview agent (Amazon Nova Sonic + Claude Haiku on Bedrock) and its clinical scribe pipeline
- 🇳🇵 Working on Nepali TTS: Chatterbox and Matcha-TTS fine-tunes for Devanagari
- 💬 Ask me about voice agents, LiveKit, Bedrock, speech pipelines, and computer vision
- 🌐 Portfolio: harins.com.np
- 📫 How to reach me: smartharry499@gmail.com · LinkedIn
- Colait: clinical voice interview and scribe platform. Physician interviews over bidirectional audio or chat, with Nova Sonic speaking and Haiku planning each turn. Scribe turns a visit into a diarized, romanized brief. Deployed to ECR and Bedrock AgentCore. (private)
- TelvoxAI: LiveKit voice-agent platform with a multi-tool phone agent (leads, calendar, transfer, custom HTTP tools). Moving STT to Groq cut turn latency from ~8–9s to ~1–2s. (private)
- Nepali TTS: chatterbox-nepali · matcha-tts-nepali-test
- BanknoteOCR: Nepali denomination and signature pipeline (Roboflow detector + PyTorch siamese signature model, FastAPI), ~90% production accuracy. banknote-classifier · banknote-finetunning · clip-model-finetunning-banknotes
- AnswerServiceAI: UK hotel order and garage booking voice agents on Vapi, n8n, and Twilio.




