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AI Engineering · 200-level

Automation & Workflows

Sit Chuun — free All modules
AIE-2052 creditselectivebadge: automatorprereqs: AIE-204
Start this course — free

Earn the automator credential

What's inside

Sections & lessons

01

Multi-step automation design

  • Chaining extract, transform, and act into one pipelineconcept45 min
02

Human-in-the-loop checkpoints

  • Forcing manual sign-off before any mutating step firesconcept60 min
03

Timed workflow build

  • Shipping a small automation brief inside a hard clockconcept90 min
04

Cross-model drift in automations

  • Comparing schema-drift rate across models inside one pipelineconcept60 min
05

Designing checkpoints for mutating actions

  • Where a human sign-off actually belongs in the chainconcept45 min
06

Failure recovery & retries

  • Designing a pipeline that degrades safely instead of silentlyconcept45 min
07

Quiz: workflow-design judgment

  • Checkpoint on where to place the next checkpointconcept30 min
08

Automation build lab

  • Assembling and dry-running a full multi-step pipelineconcept90 min
09

Lab + eval-gate: ship an automated workflow

  • Pipeline survives messy input with a human checkpoint intact (Automator badge)concept120 min
Start this course — free
Learn it from the inside

This module's playgrounds

  • Workflow Studio

    Coming soon

    Watch a pipeline halt exactly where the model's output lied.

    AiAIE-204BYOK AIMedium
    Play it now

  • The 25-Minute Build

    Coming soon

    One prompt, one timer, one shippable thing. Go.

    AiBYOK AIDeep
    Play it now
AI Engineering

Next in this path

Where this specialization goes from here — in (level, code) order.

  • AIE-301

    Agent Foundations

    3 creditscorebadge: agent-i
    Start
  • AIE-302

    Multi-Agent Orchestration & HITL

    2 creditselectivebadge: agent-ii
    Start
  • AIE-303

    MCP & Tool Integration

    2 creditselectivebadge: integrator
    Start
  • AIE-304

    AI Security & Red-Teaming

    3 creditselectivebadge: red-teamer
    Start
  • AIE-401

    Evals & Quality Systems

    3 creditscorebadge: evaluator
    Start
  • AIE-402

    LLMOps: Cost, Latency, Observability

    3 creditselectivebadge: operator
    Start
  • AIE-403

    AI System Design

    3 creditselectivebadge: architect
    Start
  • AIE-490

    Capstone: Ship & Evaluate an AI System

    4 creditscapstonebadge: ai-engineer
    Start
Vocabulary

Key concepts in this course

Human-in-the-Loop (HITL) Tool Use Model Drift

Compare related approaches

AI Agents vs Workflows Closed vs Open-Weight Models
Optional · watch & try

Go deeper, elsewhere

Hand-picked public explainers and open tools — always optional, never required, never graded.

n8n Quick Start Tutorial: Build Your First Workflow [2025]Builds a first multi-step automation end to end 3 AI Workflows Step-by-Step (Beginner's Guide to n8n)Three worked automation examples that each include an LLM step n8n Crash Course - Automated AI WorkflowsFaster-paced crash course covering triggers and nodes n8nSelf-hostable, free, visual workflow-automation tool with native AI nodes

This module ends in a gate you can fail.

That's what makes passing it mean something. Sit Chuun, get placed, and start earning.

Sit Chuun — free All modules