# AI Teachers — From prompts to repeatable workflows

Free written course. Keep your own answers; do not include confidential information.

## Lesson 1: Map the work

Read: https://aiteachers.cc/blog/beyond-prompts-repeatable-workflows/

Activity: Document the trigger, source, transformation, result, owner, and common failure case for one real workflow.

Finished output: A one-page workflow map.

My work:

What I checked:

What I will improve:

## Lesson 2: Choose the right first automation

Read: https://aiteachers.cc/blog/best-tasks-to-automate-first/

Activity: Score three candidates for repetition, review effort, failure cost, and input stability. Choose one and explain what remains manual.

Finished output: A ranked shortlist with a reasoned choice.

My work:

What I checked:

What I will improve:

## Lesson 3: Challenge the design

Read: https://aiteachers.cc/blog/get-honest-feedback-from-ai/

Activity: Ask for the strongest fair objection to your workflow. Test it against one normal input, one incomplete input, and one conflicting input.

Finished output: A failure log and one concrete improvement.

My work:

What I checked:

What I will improve:

## Lesson 4: Design a recurring brief

Read: https://aiteachers.cc/blog/scheduled-ai-research/

Activity: Write a weekly brief specification with sources, time zone, review destination, no-news behavior, and failure reporting. Test manually before scheduling it in your chosen tool.

Finished output: One reviewed pilot brief, not merely a saved schedule.

My work:

What I checked:

What I will improve:

## Lesson 5: Write the handoff

Read: https://aiteachers.cc/workshops/expertise-to-workflow/

Activity: Use the expertise-to-workflow workshop to document your method. Include an owner, version date, quality threshold, and rollback or stop rule.

Finished output: A workflow another person can follow and evaluate.

My work:

What I checked:

What I will improve: