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Develop LangChain + Fireworks Actuarial Chain

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Linked challenge: Actuarial Climate Risk Assessment Pipeline with LangChain and Fireworks AI

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Linked challenge
Actuarial Climate Risk Assessment Pipeline with LangChain and Fireworks AI

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Construct a LangChain LCEL pipeline using `ChatFireworks` that ingests property risk parameters and outputs an actuarial evaluation JSON matching the required schema.

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.