TLDR Tech / Data
Experience Graphs: The Data Foundation for Self-Improving Agents
Trellis stores agent artifacts, rewards, search data, and causal history as persistent experience graphs accessible through SQL, graph, vector, and temporal queries. Meta found that reusing past experience matched performance about 10x faster and reduced successful-solution token costs by 52%, though excessive memory reuse reduced exploration.
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