GEICO's $1,000-a-day AI war room: mapping legacy claims code with agent fleets

AI Engineer · youtube · 2026-10-21

GEICO engineer Ford Prior on the AI Engineer channel: coding got fast, but decisions, sign-offs and context stayed slow. His fix is a multiplayer AI-native war room with the right decision makers, one driver, and fleets of agents wired into GEICO's knowledge, tools and code. He bet one day and $1,000 in tokens could map a legacy claims domain end to end and ship one real change — run three times across rentals, damages and salvage. He details FleetKit, a markdown rulebook steering the agent fleet, plus lessons and what he'd change.

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