Joeven — Learn Autonomous AI Agents

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WEIGHTS = {"who wrote hamlet": "Shakespeare"}
CORPUS = {
    "runbook.md": "Runner OOM: raise memory limit on the worker, then replay the DLQ.",
    "billing.md": "Refunds for INV-* take 5-7 days. Never refund in cash.",
}

def closed_book(q):
    for k, v in WEIGHTS.items():
        if k in q.lower():
            return v
    return "I don't know (or I might invent a runbook)."

def retrieve(q, k=1):
    words = set(q.lower().split())
    scored = []
    for name, text in CORPUS.items():
        overlap = len(words & set(text.lower().split()))
        scored.append((overlap, name, text))
    scored.sort(reverse=True)
    out = []
    for score, name, text in scored[:k]:
        if score > 0:
            out.append((name, text))
    return out

def rag_answer(q):
    hits = retrieve(q)
    if not hits:
        return closed_book(q)
    name, text = hits[0]
    return text + " [source: " + name + "]"

print("closed:", closed_book("Runner OOM what do I do"))
print("rag:   ", rag_answer("Runner OOM what do I do"))
print("fact:  ", rag_answer("who wrote Hamlet"))

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