Serious, outcome-oriented work.

An agentic routing layer that estimates decision latency before committing to a plan, trading certainty for speed under real-time constraints.

A self-hosted inference stack tuned for consumer GPUs, built to keep sensitive workloads off third-party clouds entirely.

A policy engine that intercepts agent tool-calls before execution, scoring intent against a evolving trust model.

A benchmark suite measuring how reasoning quality degrades as inference budget shrinks toward the millisecond scale.

A fleet of coordinating agents managing inventory and dispatch with no central controller, only local negotiation.