arifos-reason

Tagline: Logical inference with constitutional truth bounds.

Physics: Bayesian Inference — P(H|D) = P(D|H)P(H)/P(D)

Math: Truth score τ = verified_claims / total_claims ≥ 0.99

Code:

def reason(grounded_context):
    hypotheses = generate_hypotheses(grounded_context)
    for h in hypotheses:
        h.truth_score = verify(h)
    return max(hypotheses, key=lambda x: x.truth_score)

Usage: /action reason query="problem statement"

Floors: F2 (Truth), F4 (Clarity), F7 (Humility)