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Agent Memory Is Solved. Agent Learning Isn't. — Karthik Ranganathan, Yugabyte

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youtube.com
Author
AI Engineer
Date
Why it matters

handoffs pass outputs but drop reasoning and dead ends, so downstream agents re-derive them and burn tokens. The talk argues for governed, traceable shared and reports one pipeline's tuning gains.

Terms in this piece · Glossary
  • context window — The maximum amount of text a model can consider at once — its working memory for the current conversation or task.
  • AI agent — An AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.
  • RAG — Retrieval-augmented generation — fetching relevant documents first and pasting them into the model's context so it answers from your data instead of memory.
  • multi-agent — Using several AI agents on one problem — splitting work in parallel, checking each other, or filling different roles like planner and reviewer.
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