The author demonstrates that a five‑line memory query mechanism can exceed the random baseline performance of the CartPole environment in the Gymnasium RL suite without any training or external dataset download. Using outcome‑grounded retrieval from the vaas‑x framework, the method runs a deterministic simulation in minutes after installing gymnasium. This shows that simple retrieval‑based queries can achieve competitive results on a standard toy RL benchmark.