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Mamlesh18/README.md
Typing SVG

Mamlesh VA

I design and ship AI systems that hold up in production - not just in a demo. Voice AI · Agentic architectures · Multi Agents · MCP .


Track Record

Products shipped & sold Legal AI → acquired by a US law firm & VALSCO · Text-to-SQL engine → acquired by a Bangalore startup
Currently building MemDream — open-source memory layer for AI agents
Freelance / private work 20+ delivered projects
Open source 1000+ contributions in the last year
Research 4 papers · 2 patents filed
Teaching & speaking 10 internship programs led · 9 guest talks · 1000+ students mentored

What I Build

Voice AI - real-time STT/TTS pipelines, sub-second transcription, interrupt & turn-taking handling, telephony and WhatsApp Calling, avatar-based and on-prem voice agents. Deepgram Whisper LiveKit WebRTC Twilio

Agentic Systems - multi-agent orchestration, A2A communication, tool calling, agent memory, structured outputs, long-running workflows. Shipped a system with 7 agents, 52 tools, full A2A comms.

Backend & Distributed Systems - gRPC, SSE, WebSockets, event-driven pipelines, async processing at scale. FastAPI Go Node.js Kafka RabbitMQ Redis

Infrastructure - containerized, orchestrated, observable systems. Docker Kubernetes Terraform Azure GCP

My path started in robotics - autonomous rovers, YOLO-based vision, edge inference on Jetson/TensorRT — before moving into large-scale AI systems in production.


Stack


GitHub Activity


github contribution grid snake animation



Blog · Talks · Research

Build it. Understand it. Ship it.

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