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Jul 29, 2026 · Artificial Intelligence

The Three Paradoxes of AI Agents: Memory, Reasoning, and Self‑Improvement

Rapid advances in AI agents have exposed three intertwined contradictions—memory, reasoning, and self‑improvement paradoxes—where more data hurts decision quality, engineering scaffolds create new failures, and reliable evaluation becomes a structural bottleneck, as detailed through recent industry systems and academic studies.