How Much Memory Does Your Agent Actually Need?
How Much Memory Does Your Agent Actually Need? How Much Memory Does Your Agent Actually Need? Enterprise Article Published August 18, 2026 Upvote 83 Vatche Isahagian Vatche ibm-research Gaodan Fang gaodan-fang ibm-research Jayaram Radhakrishnan jayaramkr ibm-research Punleuk Oum illeatmyhat ibm-research Ashwath Vaithinathan Aravindan ashwath-vaithina ibm-research Evelyn Duesterwald evduester ibm-research G Thomas gsthomasx ibm-research Vinod Muthusamy vinodmut ibm-research Merve Unuvar mrvnvr ibm-research Ayhan Sebin ayhansebin ibm-research In our previous post , we compared ALTK-Evolve with ACE and showed that how you deliver an agent's self-distilled guidelines — a few retrieved per task vs.
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- How Much Memory Does Your Agent Actually Need?
- Enterprise Article Published August 18, 2026 Upvote 83 Vatche Isahagian Vatche ibm-research Gaodan Fang gaodan-fang ibm-research Jayaram Radhakrishnan jayaramkr ibm-research Punleuk Oum illeatmyhat ibm-research Ashwath Vaithinathan Aravindan ashwath-vaithina ibm-research Evelyn Duesterwald evduester ibm-research G Thomas gsthomasx ibm-research Vinod Muthusamy vinodmut ibm-research Merve Unuvar mrvnvr ibm-research Ayhan Sebin ayhansebin ibm-research In our previous post , we compared ALTK-Evolve with ACE and showed that how you deliver an agent's self-distilled guidelines — a few retrieved per task vs.
- the whole set injected — drives both accuracy and cost.
- This post steps back to the question that comes before it: how much should you give it?
- Equipping an agent with agentic memory sounds simple: distill lessons from its past work, put them back in context, and more experience should mean better performance.
- It doesn't always work that way.