A follow-up on Conrad, my autonomous GTM agent. This round he learned to grade his own work, run his own A/B tests, and rewrite his own playbook when the numbers slip. Here is what I built, what broke, and what I want to try next.

Four months after modeling three scenarios for US gas scarcity, all three are obsolete. The Strait of Hormuz is closed, 19% of global LNG supply is offline, and the era of "and" ended on February 28, 2026. Here's the revised thesis.

I built Conrad: a fully autonomous, self-improving AI agent that discovers investors, drafts outreach, processes inbound replies, turns user feedback into GitHub PRs, and updates itself every day. Here's the full technical breakdown of how it works, end to end.