Current highlights
- 01More than a decade building production systems across trading, marketplaces, developer tooling, and AI.
- 02Recent work: voice agents on live calls, infrastructure for coding agents, and AI defense layers.
- 03Strongest where a powerful model still needs real engineering to survive contact with users.