F1 cuts data onboarding from eight weeks to 40 minutes

Formula 1 cut new data-source onboarding from six to eight weeks to roughly 40 minutes of code generation, followed by hours of deployment and review, with agents performing 95% of the work autonomously. The AWS production case study says one developer moved the Bedrock AgentCore system from proof of concept to production in four months, clearing an 18-month backlog while keeping generated pull requests behind human approval. For operators, this is the useful complement to turning agent support into regression tests: automate the repetitive pipeline work, but retain short-lived credentials, isolated networking, review, tests, and rollback around every generated change.