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How to quickly implement multiple AI agents to test different model variants in parallel?

2025-08-19 203

Okteto AI's "Agent Fleet" feature is specifically designed to address parallel testing needs:

  • existokteto.ymlDefine multiple agent tasks, each corresponding to a model variant in the
  • (of a computer) runokteto deploy --fleetStarting a Parallel Test Cluster
  • The platform automatically allocates isolated environments and supports dynamic GPU resource scheduling
  • Each agent runs tests and generates reports independently, and progress can be monitored in real time via the Admin Dashboard.
  • Automatic generation of Pull Requests and visualization of comparison results after test completion

Typical example: Data scientists can test 10 different hyper-parameterized Transformer models at the same time, reducing testing time to 1/5th of a single thread.

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