Building Agentic AI for the physical world.
Principal Architect (StanceBeam) · ex-Syniverse, VeriSign, Mindtree · Bengaluru, India
Latest articles
A model card has thirty columns, and most measure the wrong thing for your job. How to read a benchmark, map it to the work in front of you, and why no serious deployment runs on a single model.
After three compactions, the agent forgets why. Reading what compaction actually does, where the wall lives in every harness, and the four-piece fix that survives past twelve.
An agent isn't one thing. It's three. A model that produces text, a harness that interprets it, and a loop running between them. What I learned from reading Pi's source code end-to-end.
A walkthrough of building a production-ready text-to-image pipeline. Model selection, prompt engineering, and the integration patterns that hold up under load.
Unlocking AI's understanding of data. Clarifying a relationship engineers keep mixing up.
Archive
About
Currently Principal Architect at StanceBeam, designing the edge AI × cloud platform behind a multi-lane indoor cricket facility chain.
Earlier: MMS Picture Messaging at carrier scale (40M+ Sprint subscribers, VeriSign and Syniverse). Financial systems at MindTree. IoT at Linkeddots (Maersk accelerator).