Agentic AI Notebook
CrewAI
Phase 13Module 6 of 14

Processes

Three agents without a process is a group chat. Process is the standup rule that stops them talking forever.

Sequential is a factory line. Hierarchical is a tech lead assigning tickets at standup.

Visual Workflows

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Key Takeaways

  • 1.Process is how a Crew orchestrates its tasks — not how your whole product is orchestrated (that is Flow) Sequential: Agent A / Task A then Agent B / Task B. Predictable pipelines.
  • 2.Hierarchical: a manager agent coordinates, delegates, and validates worker output. Pick sequential when the ticket order is known. Pick hierarchical when the manager must decide who works.
  • 3.Sequential runs the tasks list in order. Hierarchical requires a manager who plans and delegates.
  • 4.Hierarchical costs more tokens. Do not use it for a two-step research → write pipeline.

Learn elsewhere

  • Agent Delegation
  • Flows

Real Example

Scenario

Content brief: sequential researcher → writer. Incident response: hierarchical manager who decides whether to research or hotfix.

What you would do

In CrewAI, apply Processes to this scenario: Content brief: sequential researcher → writer. Identify the inputs, run the technique, validate the output, and note one thing you would monitor in production.

Commands

Commands to Remember

  • Process = crew orchestration
  • Sequential = known order
  • Hierarchical = manager delegates
  • Flow is a different layer

Cheat Sheet

Quick recap

quick ref
  • Process ≠ Flow
  • Line vs lead
  • Hierarchical needs a manager
  • Eval each step

Common Mistakes

  • Skipping evaluation for Processes before production
  • No logging or tracing around crewai processes steps
  • Ignoring cost and latency implications