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Construct Secured LangChain Agent Framework
Inspect the original prompt language first, then copy or adapt it once you know how it fits your workflow.
Linked challenge: BMS AI Agent Guardrails & Inspector with LangChain and Protect AI
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Linked challenge
BMS AI Agent Guardrails & Inspector with LangChain and Protect AI
Prompt source
Original prompt text with formatting preserved for inspection.
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Set up a LangGraph execution graph with a dedicated Protect AI safety evaluation step prior to invoking BMS tools. Define tool interfaces for temperature and damper controls.
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.