Planning Horizon Theorem
max_safe_steps(t,c) = floor(ln(t)/ln(c))
Finding:
Even at 0.9 per-step confidence, plans beyond 4 steps fall below the 0.65 action threshold. At 0.7/step, only 1-step plans are safe.