A confidence agent for supply-chain multi-agent systems, shipped in one day with Beaker
VictorSanh · x · 2026-11-06
Julian George explains how he used Beaker to add a confidence agent to a multi-agent supply chain system. The agent proof-reads the order-extraction agent's work by checking the email, extracted order, and reasoning traces, flagging uncertain cases for human review. Beaker autonomously optimized it to 95% accuracy on a 93-case eval, deployed to production in under a day, and stopped two bad orders on day one. The context: B2B warehouse order extraction where a wrong order disrupts real operations and programmatic checks miss edge cases.
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