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LangGraph Bioinformatics Workflow Initialization
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Linked challenge: Brain Organoid Developmental Clock Alignment with LangChain and Claude 4 Opus
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Linked challenge
Brain Organoid Developmental Clock Alignment with LangChain and Claude 4 Opus
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Original prompt text with formatting preserved for inspection.
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Construct a LangGraph agent that accepts scRNA-seq expression tables, invokes Scanpy trajectory tool functions, and utilizes Claude 4 Opus to infer organoid developmental age.
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.