All Lessons

A dashboard component uses useAgentState(agentId, "progress") to render a progress bar. The agent updates five different state fields per second, but only "progress" changes on most ticks. What is the practical benefit of subscribing to that one field instead of the whole agent state object?

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intermediate 20 min

React Hooks

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A coordinator must gather regulatory analysis, competitive analysis, and technical feasibility for the same research question. Each subagent takes about forty seconds. The coordinator currently produces one Task call per turn and total latency is around two minutes. What change reduces latency while preserving the architecture?

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