Adaptive LLM Agents That Learn Without Fine-Tuning

Sep 3, 2025 · 2 min read · The Problem With Today’s AI Agents Large Language Models (LLMs) are powerful, but they suffer from a critical limitation: they don’t truly learn from experience. Every interaction is isolated — no memory of past attempts, no cumulative wisdom. Fine-t...