Self-evolving AI agents are emerging in production systems, remembering user interactions and improving over time without retraining. This technology uses memory tiers, skill generation, and history tracking to enhance performance and user experience. Developers must implement robust safety measures to mitigate risks like misevolution and memory pollution as these systems evolve.
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