AgentRun proposes reusing agent experience to cut repetitive token spend

LinusEkenstam · x · 2026-11-11

An article introducing AgentRun, a framework built on a key observation: agents are great at figuring things out on the fly, but they figure out the same things over and over. Give an agent a job it has done a hundred times and it will rediscover the same API and reread the same docs, wasting tokens on repeated exploration. AgentRun aims to make agents "run smarter, use fewer tokens" by persisting and reusing what agents have already learned.

Related event: AgentRun Open-Sources Self-Improving Agent Platform to Cut Token Waste(2 posts)→

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