Agentic Loops: Quick Reference — Agentic Architecture & Orchestration (Claude Certified Architect)
Agentic Loops — Quick Reference This quick reference provides essential facts and rules for designing and implementing agentic loops using the Claude...
Agentic Loops — Quick Reference
This quick reference provides essential facts and rules for designing and implementing agentic loops using the Claude Agent SDK, a core skill for the Claude Certified Architect - Foundation certification.
Key Definitions
- Agentic Loop: An autonomous cycle where an agent perceives, decides, acts, and updates context to achieve a task.
- Coordinator-Subagent Pattern: A multi-agent orchestration model where a coordinator manages multiple subagents, delegating tasks and aggregating results.
- Subagent Context Passing: Mechanism for transferring relevant state and information between coordinator and subagents.
- Task Decomposition: Breaking complex tasks into manageable subtasks for parallel or sequential execution.
- SDK Hooks: Programmatic interception points for tool calls, enabling custom logic or monitoring.
- Session State Management: Handling ongoing context including resumption after interruptions and branching (forking) workflows.
Designing Agentic Loops
- Define clear input and output states for each loop iteration.
- Implement perception-action cycles with context updates after each step.
- Use multi-step workflows with enforced sequencing via SDK hooks to maintain control flow.
- Ensure error handling and fallback strategies within loops for robustness.
Orchestrating Multi-Agent Systems
- Adopt the coordinator-subagent model for scalability and modularity.
- Coordinator delegates subtasks based on task decomposition strategy.
- Subagents operate autonomously but report results and context back to coordinator.
- Manage subagent spawning dynamically depending on task complexity and resource availability.
Context Passing & Session Management
- Pass minimal but sufficient context to subagents to reduce overhead.
- Use context snapshots to enable session resumption after interruptions.
- Implement forking to explore alternative solution paths or parallel workflows.
- Maintain consistent context updates to avoid stale or conflicting information.
Task Decomposition Strategies
- Sequential decomposition: Tasks split into ordered steps executed one after another.
- Parallel decomposition: Independent subtasks executed concurrently by multiple subagents.
- Hierarchical decomposition: Nested subtasks with multiple levels of delegation.
Applying SDK Hooks
- Intercept tool calls to inject custom logic or validation.
- Monitor agent decisions and actions for debugging or auditing.
- Enforce workflow constraints programmatically to maintain loop integrity.
Worked Example: Basic Agentic Loop Setup
Task: Automate summarization of multiple documents.
Steps:
- Coordinator receives list of documents.
- Decomposes task: each document assigned to a subagent.
- Subagents receive document context and generate summaries.
- Subagents pass summaries back to coordinator.
- Coordinator aggregates summaries into final report.
- Loop continues if new documents arrive or updates are needed.
Key Points: Context passing ensures each subagent has only its assigned document; SDK hooks monitor summary generation calls; session state allows resuming interrupted summarization.
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Category: Claude Certified Architect
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