Projects

Detections, hybrid search, and interpretability agents over production traces.

Chat agents, copilots, AI logs, and MCP for B2B support. Shipped in the first three months, then the rest of the AI surface.

Sleep stages, lucid dreaming, and microsleep from polysomnography. B.Tech thesis, CSND Lab, Prof. Saurabh Gandhi.

Automated masking of laparoscopic video for HUGO RAS. US patent application, Medtronic.

Parsers and curve-fitting for Enphase energy systems.

Pi School fellowship: evaluation that writes feedback for business chatbots.

Low-resource classifiers from public symptom data. 93.36% with feature reduction. INDICON 2022. Equal contribution with Aastha Valecha; advised by Prof. Tapan K. Gandhi.

CDR prediction at NEUROHACK 2022. PCA-SVM and a multimodal ensemble. 95.72% test accuracy.