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Setup Pydantic AI Profiling Agent

Inspect the original prompt language first, then copy or adapt it once you know how it fits your workflow.

Linked challenge: Build Model Hardware Standard Accelerator Profiler with Pydantic AI and Qwen 3

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Linked challenge
Build Model Hardware Standard Accelerator Profiler with Pydantic AI and Qwen 3

Prompt source

Original prompt text with formatting preserved for inspection.

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Import `pydantic_ai` and construct a structured agent using model `qwen-3`. Define Pydantic models `HardwareSpec` and `PlacementRecommendation`. Implement dependency injection for querying accelerator specs.

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.