I build software that acts.
I'm a systems engineer and researcher working across AI infrastructure, backend systems, developer tooling, and autonomous software.
At Ostium, I build low-latency infrastructure for automated hedging, risk, execution, market connectivity, and production reliability. I also built the internal agent platform used for engineering and operational workflows.
Previously at Subconscious AI, StarkWare, and Nethermind, I worked on research agents, model infrastructure, distributed systems, and verification.
I'm interested in the point where software stops producing answers and starts taking actions: understanding state, making decisions, interacting with real systems, and remaining observable, constrained, and recoverable.
dfm
A local coding agent for Apple Silicon that can inspect, edit, build, test, repair, and verify code using on-device models.
repokg
Builds an evidence-backed knowledge graph of a codebase: architecture, dependencies, repository history, operational surface, and structural change.
repocanon
Turns a repository into consistent, repo-specific context for Codex, Claude Code, Copilot, and Cursor.
Reflex · contributor
Local infrastructure for learning reusable workflows from coding-agent histories.
I also contribute to projects across developer infrastructure, databases, agent systems, and execution tooling.
I research what changes when software can take consequential actions under uncertainty.
My work spans agent oversight, reliability and control, verification, mechanism design, market structure, and risk.
Recent work includes autonomous market making, liquidation and solvency, funding mechanisms, settlement verification, and tail-risk control for side-effecting agents.
My paper, Calibrated agents as market makers: automated liquidity provision for long-tail prediction markets, was recently accepted for publication in Digital Finance (Springer). The work establishes optimal market-making spread decompositions based on agent estimation error to solve liquidity constraints in sparse or uncertain environments.
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