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Orchestrator Logic

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Linked challenge: Build Multi-Model AI Factory Orchestrator with LangChain

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Linked challenge
Build Multi-Model AI Factory Orchestrator with LangChain

Prompt source

Original prompt text with formatting preserved for inspection.

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Initialize a LangChain graph that routes tasks to different providers. Import LangGraph tools and define the switch logic for choosing between Bedrock-hosted Claude Sonnet 4.6.6 and Fireworks-hosted GPT-5.4 Pro.

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.