Research & Innovation
Patents, publications, and public speaking engagements in AI and technology
Patent
Workflow Context Extractor: GenAI Large Workflow Management
Filed (Sole Inventor)Sole inventor of a method for extracting workflow context so an LLM reasons correctly on bulk operations across enterprise workflows (filed December 2024, $1,000 Certa Patent Award). When initial single-prompt accuracy degraded to 62% in production, dismantled the monolithic prompt into three discrete classification problems behind a logical routing layer, fine-tuning models to reach 97% accuracy on client-level use cases while adding an automated regression evaluation harness in CI.
Publications
DJMol: An open-source modeling platform for computational chemistry and materials science with a Python interpreter
Contributed to integrating a Python interpreter layer and improving tooling for computational chemistry workflows.
Unmanned Ground Vehicle for Survey of Endangered Species
Published work on the UGV-based wildlife survey system, presenting innovations in long-range XBee/ZigBee communication and autonomous data capture.
BitMedi: Application to Store Medical Records Efficiently
Described the architecture of BitMedi, a secure medical-record management system built using Django.
Accident Alert System with False Alarm Switch
Published on an IoT-based emergency alert system funded by the Kerala State Government (KSCSTE).
Public Speaking
Google DevFest 2024 Speaker — Large Language Models in Production
December 2024Keynote talk covering enterprise GenAI adoption, grounding models in proprietary data, agentic workflows, and RAG architectures in production.
PyCon India 2023
September 2023Contributed to the PyCon India 2023 website and volunteered in the Technology Workgroup.