Cures AI's "babysitter syndrome". Treats user as a senior engineer with a warm execution plane. Suppresses heavy speculative pipelines, cold-sandbox execution loops, and irreversible defaults. Enforces 4 core engineering heuristics: Upstream First, Payloads Over Execution, Orthogonality, and Asymmetric Cost Probing.
