Founding Member
Architecting an AI-native cybersecurity platform: multi-agent orchestration, vulnerability intelligence, conversational security, cloud discovery, and incident response automation.
Trajectory / 2001—2026
Researcher, engineer, founder, consultant, and CTO. The common thread is turning ambiguity into systems that compound.

Start with the shape of the problem, not the fashion of the solution.
Connect technical delivery to customer value, organizational health, and P&L.
Build platforms, teams, and agent systems whose output grows faster than their complexity.
Career chapters
Architecting an AI-native cybersecurity platform: multi-agent orchestration, vulnerability intelligence, conversational security, cloud discovery, and incident response automation.
Built product and team through a critical scale-up. Created a two-line JavaScript donation plugin that helped pivot the company to B2B SaaS; later introduced AI-directed engineering velocity and agentic deployment.
Led fleet and dashcam initiatives during expansion into India, modernizing mobile products, integrating OEM hardware, and establishing dependable delivery systems.
Built teams and products across education, mental health, mobile, and web—moving between immediate delivery and durable technical foundations.
Progressed from test automation to product engineering, continuous integration, internal platforms, large-scale refactoring, and mentorship.
Statistical analysis, numerical programming, modeling, and experimental design—including research for the U.S. Navy and Fairchild Semiconductor.
Selected publications
Thermal Training Dynamics: A Practical Enhancement for Neural Network Training Efficiency
Ragged: Leveraging Video Container Formats for Efficient Vector Database Distribution
Towards Semantic-Aware Code Generation: A Multi-Modal Context Architecture for AI-Assisted Programming
Phase-Field Inspired Diffusion: A Strategic-Tactical Approach to Denoising Scheduling
Kosa: A Federated Knowledge System for Humanity