When does logic belong in a tool, a skill, or a subagent? You'll learn the decision framework by doing: inherit a 402-line inventory agent, decompose it live on Claude Managed Agents, and run evals after every change to see what flips.
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Agents that remember
Every time you close a session, your agent loses everything it learned. In this workshop, you'll wire persistent memory onto a Claude agent and then use Dreaming to batch-consolidate past transcripts into structured recall. By the end of the 45 minutes, you'll have an agent that remembers across sessions and you'll know how to set this up for your own agents.