Building and shipping real agentic products, not demos. A coaching agent that plans, logs, remembers, and schedules. Live, with users, on a tool-calling loop. The work here is making an agentic feature ship and hold up in production. The failure-mode writeups are the depth underneath it: I go deeper than most on how agents break, because that’s what decides whether one is shippable.