AI agents fail in companies due to missing "hippocampus" memory

thebvg · reddit · 2026-08-17

The post uses neuroscience's Complementary Learning Systems theory to explain AI agent failures in enterprises. Pretrained LLMs act like the neocortex with general knowledge but lack the "hippocampus" for fast, specific company memory. This leads to improvisation and failure. The proposed solution involves mining actual workflows to consolidate recurring episodes into approved, governable skills.

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