One Day, $1,000 in Tokens: An AI War Room for Legacy Code — Ford Prior, GEICO
Source
youtube.com
Author
AI Engineer
Date
Why it matters
Gives a concrete pattern for AI agentAn AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.Full definition →-driven legacy modernization: a multiplayer war room, a markdown rulebook steering the agent fleet, and a fixed token budgetA cap on how many tokens a task, session, or agent run may consume — the practical control on both cost and how long an agent will grind.Full definition →. Includes outcomes from three runs.
Terms in this piece · Glossary
token — The chunk of text a model reads and writes in — roughly three-quarters of a word — and the unit AI usage is billed in.
AI agent — An AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.
token budget — A cap on how many tokens a task, session, or agent run may consume — the practical control on both cost and how long an agent will grind.
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