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Workflow galaxy · Class 02

How to check AI output: Human, AI and independent adversarial checks

What you'll be able to doCombine human review, AI self-checks and independent adversarial checks with a traffic-light rating to decide if the work can ship.

Teachers
Peggy Lo
Duration
About 25 min
Release date
2026/11/30
NT$ 4040 NT$ 8980
See plans

Buy the Workflow galaxy to get all 5 classes, including this one.

Peggy Lo
Peggy LoAdministrative Workflow AI Practitioner

In this class

What this class covers

  1. 01Request revision histories and source evidence to make document outputs easier to verify
  2. 02Anticipate potential errors and define corresponding verification criteria
  3. 03Check document outputs using quantities, reverse checks, and differences
  4. 04Choose programmatic or AI checks based on whether a definitive answer exists
  5. 05Learn to build an AI verifier independent of the executor through a supervisory agent example

Available on 2026/11/30.Lessons will be listed here once released

Instructor

Learn with Peggy Lo

Peggy Lo

Peggy Lo

Administrative Workflow AI Practitioner

  • Moved from a non-technical background into AI coding
  • Frontline experience across government, NGOs, caregiving, and parenting
  • Explores how AI agents can help everyday workers and people with disabilities solve real problems

Workflow · 5 classes

5 courses in Workflow

One price covers all 5 classes. Start with the one you want.

  1. 01 AI's two limits: Too much to read, different every timeEric Wu · About 30 min
  2. 02 How to check AI output: Human, AI and independent adversarial checksPeggy Lo · About 25 min This course
  3. 03 Working with AI like an engineer: Specs, task breakdown and controlled deliveryRichard Lee · About 20 min
  4. 04 AI cost control in practice: Tokens, models and run budgetsWisely Chen · About 30 min
  5. 05 Sort workflow steps: Break down a customer-support flowEric Wu · About 40 min
See the Workflow galaxy

Plans

This price ends in 0d05:54:27
NT$4,040List priceNT$8,980
  • AI Workflow Design, 5 lessons
  • 12-month access, counted per lesson
  • Includes 1 AI skills assessment
  • 0% interest on 3, 6, or 12 installments (not for foreign cards)

Multi-buy2 items 10% OFF · 3+ items 15% OFFSee multi-buy

Courses open 2026/11/30 17:00

This price ends in 0d05:54:27

All six galaxies, one price

  • All 6 galaxies, all 35 lessons unlocked
  • 12 months of access, counted per lesson
  • Includes 6 AI skills assessments
  • 0% installments over 3, 6 or 12 months (not valid for foreign cards)
NT$12,800Bought separately List priceNT$50,090 Save NT$9,000 vs. buying separately
NT$4,040List priceNT$8,980 See plans