I design multi-agent AI systems.

I'm Amitabh — I design multi-agent AI systems. Most of my work sits at the boundary where agents stop being impressive demos and start being reliable software: orchestration patterns, MCP-based tool isolation, failure handling, and the judgment calls that separate a clever prototype from something that holds up under real use.

I'm currently interning at Magic EdTech and graduating in May 2026 with a degree in CSE (AI/ML). Outside of internship work, I'm building Marv — a personal AI assistant for Windows — and designing Ghost Engineer, a system that mines engineers' work artifacts into a queryable knowledge graph. Both are exercises in the same question: what does it take to make an AI system genuinely useful, not just responsive? More about me →