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AI & LLM integration patterns

Call LLM APIs, structure prompts, parse responses, and ship AI features safely.

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How to Create a Mock LLM Judge Rubric Score in Python

Scores a response against a rubric by counting keyword matches, returning total, percentage, and per-criterion feedback.

llm evaluation rubric
Python 
def judge_score(response, rubric):
    """Mock LLM judge that scores a response against a rubric."""
    total = 0
    max_total = 0
    feedback = []

    for criterion, rubric_item in rubric.items():
        max_points = rubric_item["max"]
        description = rubric_item["description"]

        # Simple mock scori…
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