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Infinite Tasks, Finite Minds: Why Agents Keep Forgetting—and How InfiAgent Cheats Time

Opening — Why this matters now Everyone wants an autonomous agent that can just keep going. Write a literature review. Audit 80 papers. Run an open-ended research project for days. In theory, large language models (LLMs) are perfect for this. In practice, they quietly collapse under their own memory. The problem isn’t model intelligence. It’s state. ...

January 7, 2026 · 4 min · Zelina