All writing
Nov 15, 2025

From hours to seconds — lessons from shipping production AI agents for infra ops

Why most enterprise AI projects stall, what actually moves the needle in production, and a candid look at the engineering bets that pay off.

When I started building production AI agents for operational work, the hardest part wasn't prompts — it was tools. Here's what I learned shipping AI agents that real engineers depend on every day, and the bets that turned 30–90 minute investigations into 1–3 minutes.

(Draft — full post coming soon.)