Google AI has introduced EnvHarness, a programmable layer that transforms static agent environments into adaptive training worlds. It wraps existing environments via standard reset/step interfaces, allowing LLM designers to create wrappers based on flaws identified in agent rollouts. The project is released under the Apache-2.0 license.