Capability

AI Operations

AI workflows that coordinate work, check results, recover from errors, and require human approval when needed.

What the work includes

Maanav defines how an AI system receives work, coordinates tasks, checks results, recovers from errors, and requests human approval.

Questions this work addresses

  • How can an AI workflow coordinate several tasks and preserve evidence, cost limits, and approval?
  • Where should an AI system stop and wait for a person?
  • How can a failed task restart without repeating approved work?

How Maanav approaches the work

  1. Define the goal and authority before execution begins
  2. Check results and prepare a recovery path
  3. Require human approval when a decision needs judgment

Related projects

The projects show how Maanav used the capability in deployed systems. The pages do not publish client names or private implementation details.

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