My mission is building AGI — intelligent systems that don't just predict, but understand, act, and collaborate with humans to solve the world's hardest problems. Right now: agentic AI and industrial intelligence at TDK SensEI, where sensor signals become autonomous decisions at the edge.
I'm at my best when the problem is half-defined, the stakes are real, and nobody's built it before. From co-founding a CES Award-winning hardware-AI startup to leading multi-agent AI systems at TDK SensEI, the thread is always the same: figure it out fast, build something that works, then make it excellent.
Comfortable where requirements are fuzzy and the path undefined. I've shipped products, filed patents, and run novel research — in domains where there was no playbook.
From idea to working demo fast — multi-agent fault detection systems, neuromorphic architectures, adversarial defenses. I build first, then iterate to rigour.
When existing approaches fail, I design new ones. Hierarchical agent architectures, temporal neural networks — five patents aren't a hobby, they're a habit.
Raw sensor hardware → signal processing → model architecture → cloud deployment. No handoff required between research and production.
One consistent question across 9 years: how do we make machines that truly understand their environment? Hard problems. Real stakes. Always.
Cross-functional delivery across engineering, data, QA and product. Presented to executive leadership. Mentored engineers. Momentum, not just output.
Real-time respiratory monitoring via pulse oximeter. Built for athletes and COVID-19 patients — continuous, non-invasive, edge-deployable.
↗Camera-based gait analysis for Huntington's disease patients. Quantifies chorea progression — turning qualitative clinical observation into trackable data.
↗Three-stage adversarial defense strategy for image classifiers. +40% accuracy recovery on an attacked ResNet-32 under active attack.
↗Distributed ML pipeline for music recommendation. End-to-end pipeline design — from audio feature ingestion to ranked personalised output.
↗On the water, on the range, trackside, or in a game — the same instincts show up everywhere: read the situation fast, commit fully, and execute cleanly. A full life makes for a sharper engineer.
I'm looking for senior ML / agentic AI roles where the problem is hard, the stakes are real, and the solution doesn't exist yet. If that's what you're building — let's talk.
pranavkanuparthi@gmail.com