~/talk

Agentic Memory

Talkat NODES 2025 · on Thursday, 2025-11-06· [large-language-models, ai-assisted-development]
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Argues that adding a persistent memory layer fixes stateless LLMs by storing short-term sessions (retrieve by session ID) and long-term episodic, semantic and procedural memories; episodic entries use quintuples (subject predicate object timestamp description) so time and free‑text capture nuance, semantic memory builds a company graph from documents with role‑based access, procedural memory stores templates and metric definitions for consistent reports, and systems run daily summarization/sleep to compress histories; Neo4j integrates with open frameworks (Cogni, M0, Zap) and Aura/Deployment Center for deployment.

AI-written summary · about

  1. 0:00Introduction and welcome
  2. 1:07Motivation for agentic memory
  3. 3:41Short-term vs long-term memory
  4. 8:25Types of long-term memory
  5. 17:41Semantic memory in business
  6. 21:37Procedural memory explained
  7. 25:37Existing agentic memory frameworks
  8. 26:42Q&A and closing remarks
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