How to Decide What Your AI Agent Should Remember - Wojciech Pluta, Oracle

RAG gives agents a way to read, but memory gives them a way to write, and that's where your business value lives. Wojciech Pluta, head of technical marketing for Oracle AI Database, explains memory promotion: deciding what's worth keeping, checking it against existing records and admitting, rejecting or escalating it to a human. A mortgage-agent demo remembers an operator's preferences across sessions and refuses to store an "approve every application" rule. He also covers short-term, long-term and shared memory, why to store memory in a database, and the context card that keeps prompts lean.

Chapters:
0:00 Intro
1:10 From commands to intent
2:05 The data layer is your edge
3:38 RAG reads, memory writes
4:02 Memory promotion: what's worth keeping
5:01 Demo: a mortgage agent that remembers
9:48 Guardrails: what never gets promoted
11:53 What agent memory is
13:03 Short-term, long-term and shared memory
13:43 Where to store memories
14:27 Building memory as a discipline
16:01 The context card
17:50 Models are shared, memory is yours

Wojciech Pluta
https://www.oracle.com

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