Writing

Notes from the build process—thinking out loud about voice AI, sovereign models, on-chain trust, and security.

CallPilot: 34 Calls to a Working AI Voicemail

What I learned from building a real-time voice AI that answers missed calls in 25 seconds.

Training a 129M MoE+MLA Model from Scratch

Lessons from AI-Swaraj — building a sovereign, offline-first model for Indian context.

AgentCommerce: When AI Needs to Pay Humans

Designing escrow protocols for agent-to-human labor markets.