I build systems for high-leverage problems.
Building at the intersection of AI, systems, and tooling: the runtimes, agents, and infrastructure underneath LLM workloads.
Not a portfolio. This is a builder's lab.
Active Context
H2LooP // Hydron
/AI Developer Advocate Intern/Building technical demos and developer content for Hydron's AI-powered embedded development platform.Photonics & Quantum Lab
/Research Assistant/Investigating neural networks for quantum experimentation.PES University
/Student/Deepening roots in electronics & communication via a Bachelor's degree.Past Context
PES University
/Teaching Assistant/Non-Linear Optics and Quantum Technology, co-delivering lectures and building study guides and question banks for 100+ students. (Jan 2026 – May 2026)Most of what lives here is evolving, experimental, or being refined in public.
Selected Work
Most of what looks like intelligence in an agent comes from the loop around the model, but nobody can say how much, because the loop is rarely measured.
Built a local-first voice and screen agent harness around a swappable 4B model, and set a measurable bar: 70% on a fixed 50-task eval suite, with the pass rate rising while the model stays constant.
Benchmarks score models, not harnesses. Swap the weights and you learn about the weights; you never learn what planning, verifying, and remembering are worth.
An open experiment with a number instead of a vibe. If the number moves, the harness is doing real work; if it doesn't, that is a result too.
Music & Sound Design
Octavarium Keyboard Solo
1,310 DLsA meticulously recreated patch for the legendary keyboard solo in Dream Theater's Octavarium.
Thinking
If something here resonates, email me.