Salesforce AI Research paper introduces Just-in-Time agent memory
The shift from write-at-task-end to retrieve-then-curate changes how agent memory pipelines should be designed, favoring raw trace storage plus task-specific extraction. Builders working on long-lived agents can apply the approach to improve success rates on benchmarks like tau2-bench. Compared with traditional summarization-based memory, even an untrained curator already performs competitively.
