Product Engineering
Demo Mode Is a Product Feature, Not a Shortcut
How designing explicit demo pathways in Orbit UMD improved communication with non-technical stakeholders and clarified architecture decisions.
2026-03-15 · 6 min
Writing
Notes on systems, product tradeoffs, and mentoring
This section is where I publish technical reflections, research notes, and practical lessons from building with teams.
ML/RL
What PPO + MCTS Taught Me About Strategy Learning
A practical reflection on pairing policy learning and tree search, including where theory met implementation friction.
2026-02-02 · 8 min
Community
Mentoring First-Time Hackathon Builders
Patterns that helped beginner teams ship more confidently: scoping, communication loops, and small architecture wins.
2026-01-12 · 5 min