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LLMs can master long-horizon tasks by co-evolving a decision-making agent with a skill bank that learns and refines reusable skills from the agent's own experience.
Stop bloating your agent's context window: a dependency-aware skill graph slashes token costs by 37% and boosts reward by 43% compared to naive skill loading.
