Outcome-Driven Agents

Teaching agents whatdone means.

A Cincy AI Week talk about managed agents, independent graders, and the practical craft of writing verifiable definitions of done.

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Outcome-Driven Agents

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Earlybird
EarlybirdWeb + AI Studio
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Claude Community Day · June 11, 2026

Outcome-driven agents.Teaching agents what done means.

When the agent decides it is finished, who is checking?
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Work together

Want to build an agent that can check its own work?

If you are trying to move beyond chat into a real workflow, send a short note. I can help you shape the outcome, build the loop, and decide where human review still belongs.

  • Outcome rubrics and evaluation loops
  • Internal workflow agents and operator tools
  • Practical prototypes that prove the path before a big build