Projects

• kubemend

  An LLM agent harness for Kubernetes remediation, hand-written with no agent frameworks. Diagnoses incidents from live cluster state and can only act by opening draft pull requests - a verification pipeline the model doesn't control re-checks every change before it's ever called "done." I write about what building it taught me in a short series of articles.

• Rnkd

  A consumer product I shipped solo, end-to-end: design, mobile frontend, backend, infrastructure, distribution.

• rgw-model

  A multi-agent reinforcement-learning environment with cooperative and competitive agents.