Amjad Shaikh

Knowledge Planes: Why Agents Should Share Understanding, Not Keep Memories

2026 · Zenodo (CERN European Organization for Nuclear Research)

Much of the LLM-agent field has converged on a memory architecture: a private or product-owned store of extracted facts and episode summaries, written automatically and retrieved at inference time. In the systems surveyed here, that …