Spatial agents for biomass
AI system that turns California forest spatial data into procurement decisions. Compositional Spatial RAG composes ML prediction layers, runs fire-risk-aware Pareto optimization, and responds in plain language.
July 2024 - Present
July 2024 - Sept 2024
March 2023 - August 2023
What I reach for day to day, grouped by where it sits.
Projects that ended up written up and reviewed.
MS thesis introducing CS-RAG, an agentic architecture that composes ML prediction layers, runs fire-risk-aware Pareto optimization, and delivers procurement-ready recommendations in plain language.
Statewide biomass-to-energy decision support system for California coupling techno-economic assessment, life cycle analysis, and geospatial optimization across millions of forest clusters. Developed under a $1.2M CA OPR grant.
Novel PBFT consensus visualizer built on the Apache ResilientDB sustainable blockchain fabric. Renders live node state, message passing, and fault-tolerance behavior in real time.
Dual band pass 5G filter for Wi-Fi and WLAN operating at 2.45 GHz and 5.5 GHz.
45K reads across Medium and JavaScript in Plain English.
A very simple way to send messages on WhatsApp web in React.
A tutorial on how to go from http://localhost:PORT to https://localhost:PORT.
How to initialize a project with the npm init command and use the package.json file to start coding our projects in node.
Get to know the Big O of JS array methods and their working.
MS, Electrical and Computer Engineering
BE, Electronics and Telecommunication
