Claude, Nutshell Series

Claude Exam Quick Revision 5: Multi-Agent Workflow Patterns

Prompt Chaining

Use when the sequence is predictable and known in advance.

Example: Extract → Validate → Transform → Publish.

Dynamic Adaptive Decomposition

Use when intermediate discoveries determine the next step.

Example: Debug issue → inspect logs → discover database problem → inspect queries.

Routing

Classify the input and send it to the appropriate specialist or workflow.

Parallel Sectioning

Run different independent subtasks simultaneously.

Example: Security review + performance review + maintainability review.

Parallel Voting

Run the same task multiple times and aggregate results for greater confidence.

Orchestrator-Workers

A coordinator dynamically creates and delegates subtasks to specialized workers.

Evaluator-Optimizer

Generate → critique → improve → repeat.

Context Efficiency

Let subagents perform verbose exploration and return concise synthesized findings to the coordinator.

Memory:
Chain = fixed path.
Route = choose path.
Parallel = many paths.
Orchestrator = create paths dynamically.
Agent = decide next step dynamically.

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