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Agentic Deployment Controller

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Linked challenge: Cross-Cloud Inference Orchestrator with Claude Agents SDK

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Linked challenge
Cross-Cloud Inference Orchestrator with Claude Agents SDK

Prompt source

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Using the Claude Agents SDK, create an agent named 'InferenceOps'. Provide it with tools to check Replicate deployment status and Seldon Core logs. Ask it to deploy a new version of a code-finetuned model and verify the endpoint.

Adaptation plan

Keep the source stable, then change the prompt in a predictable order so the next run is easier to evaluate.

Keep stable

Hold the task contract and output shape stable so generated implementations remain comparable.

Tune next

Update libraries, interfaces, and environment assumptions to match the stack you actually run.

Verify after

Test failure handling, edge cases, and any code paths that depend on hidden context or secrets.