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How do I create a smart agent system. A big planner agent with cheap sub agents

Master high-level planning using expensive LLMs with cheap worker sub-agents

7 lessons
3 weeks
700 XP
Your progress0 / 700 XP
Click a lesson to start learning!
Lessons
1
Architecting the Planner-Worker Hierarchy
Design efficient control flows between logic-heavy planners and task-specific workers.
Quick winTheoryMilestone
+50 XP
~5 min
2
Defining Structured Output Protocols
Implement JSON schema enforcement for reliable planner-to-sub-agent communication.
AdvancedPractice
+75 XP
~7 min
3
Optimizing Token Usage in Sub-Agents
Minimize context windows for cheap models to maximize throughput and lower costs.
AdvancedPractice
+100 XP
~10 min
4
Implementing Dynamic Task Delegation Logic
Build an orchestration layer that routes sub-tasks based on model capability.
ProjectMilestoneMilestone
+100 XP
~12 min
5
Managing State Across Sparse Agents
Synchronize global state and local memory between the planner and workers.
AdvancedTheory
+125 XP
~14 min
6
Error Correction and Feedback Loops
The planner self-corrects based on sub-agent failures or low-quality responses.
AdvancedPractice
+150 XP
~16 min
7
Deploying the Multi-Agent Production System
Integrate the full hierarchy into a scalable, high-performance agentic application.
ProjectMilestoneMilestone
+150 XP
~18 min

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