Reasoning infrastructure2026Active
Smriti
Version control for reasoning, with checkpoints, branching, and clean state restoration across long-running conversations and model switches.
Work.
Public projects, selected systems work, and open technical threads.
Trust kernel for agents2026Active
Sentinel OS
A local-first trust control plane for agentic systems focused on policy enforcement, verifiable execution, and cryptographic proof of what actually happened.
Decision support system2026Prototype
PropOps
An AI-assisted property transparency tool that pulls together fragmented registry and legal signals to help buyers reason about risk before they commit.
Selected systems work2019 - PresentOngoing
Production AI Systems for Mobility
A confidentiality-safe snapshot of the kind of real-world AI systems work I have spent years doing: perception, in-cabin intelligence, optimization, and deployment under hard constraints.
Learning systems2026Published
MLOps Engineering 101
A practical zero-to-hero curriculum for ML engineers covering end-to-end training pipelines, infrastructure, and team-ready workflows.