Course Overview
A facilitator should be able to read this single section and know exactly what they're teaching, to whom, and why.
Learning Outcomes
By the end of the session, participants will be able to:
- Shift from one-off prompts to multi-turn collaboration with AI.
- Give AI better context, constraints, examples, and source material using the CRAFT framework.
- Use structured prompting for more reliable outputs.
- Turn their professional judgment into reusable prompts, rubrics, and workflows.
- Use AI for research, synthesis, writing, and communication.
- Identify three categories of AI risk — hallucination, data exposure, reputation — and apply human-in-the-loop review.
- Design one larger AI-native workflow they can continue building after the session (the Personal AI System capstone).
Core Thesis
Run of Show
If you fall behind, the cues below show what to compress. Never skip Module 3 — it's the workshop's center of gravity.
| Time | Type | Topic / Activity | Facilitator Cues |
|---|---|---|---|
| 0:00–0:07 | Opening | How AI Actually Works Mental model before any prompting. ML, language models, black box, what AI knows vs. what only you know. Old way vs. AI-native framing. |
5–7 min. Walk Old/AI-Native table aloud with one concrete example per row. |
| 0:07–0:32 | Module 1 | The AI-Native Mindset The paradigm shift, not the prompt. Same workflow, you move to the middle. |
25 min. Callback to opening question. Land the "redesign the workflow with AI in it" frame. |
| 0:32–0:57 | Module 2 | Prompting — CRAFT Context · Role · Action · Format · Tone. Five letters, five questions, one good prompt. |
25 min. Each letter gets one sentence. Run the before/after demo. Hand out template card. |
| 0:57–1:27 | Module 3 | Encoding Subject Matter Expertise Rubrics, checklists, role-specific systems. Build one. |
30 min. ⏰ TIME CHECK at 1:20. Never cut this module. |
| 1:27–1:37 | Break | 10-minute reset Coffee · stretch · quick questions |
Reset projector. Pull up Module 4 first slide. |
| 1:37–2:02 | Module 4 | AI Risks, Hallucinations & Guardrails Three warnings, one habit. Lawyer case · Samsung case · Sports Illustrated case. |
25 min. Don't moralize. These are warnings, not lectures. |
| 2:02–2:27 | Module 5 | Research, Synthesis, Writing, Communication Live transformation of messy notes → polished output. |
25 min. Use a participant's real material if anyone volunteers. |
| 2:27–2:37 | Break | 10-minute reset Coffee · stretch · quick questions |
Reset projector. Pull up Module 6 first slide. |
| 2:37–3:02 | Module 6 | AI Beyond the Chat Window Where AI is heading next. One live demo of embedded AI (Gmail, Docs, Sheets, etc). |
25 min. Pick ONE tool to show end-to-end. Don't tour. |
| 3:02–3:17 | Module 7 | Small, Low-Risk AI Projects 5 starter projects. Each participant picks one. Commit before they leave the room. |
15 min. Project cards live on tables. |
| 3:17–3:32 | Module 8 + Wrap | Capstone — Your Personal AI System One workflow, two weeks to v0.1. Workflow mapping. Take-home brief. Final Q&A. |
15 min. Set follow-up cadence: Day 3 nudge, Week 2 share-out. |
If You're Behind
At the 1:20 time check (mid-Module 3): cut Module 4's third risk example (Sports Illustrated) to save ~4 min. Run only one Module 5 transformation instead of two to save ~6 min. If behind after the second break: collapse Module 6 to a 15-minute single demo and protect the capstone. Never cut Module 3. Never cut either break.
Slide Deck Guide
The deck is a runway, not a script. One idea per slide. Speaker notes carry the weight.
Design Requirements
One main point per slide
Visual over textual — images, diagrams, key phrases
Speaker notes include timing, analogy, and check-in question
Timing cues visible to facilitator only
Flag skippable content explicitly
Slide Counts by Section
Rough target counts. Adjust to your style.
- Opening: 6–8 slides (3 for "How AI Works," 1 for Old/AI-Native table, 2–3 for framing).
- Module 1: 4 slides (1 intro, 1 callback to opening question, 2 for the workflow shift diagram).
- Module 2: 8 slides (1 intro, 5 for each CRAFT letter, 2 for the template card).
- Module 3: 7 slides (1 intro, 2 for rubric building, 2 for role examples, 2 for activity).
- Module 4: 5 slides (1 intro, 3 for the failure examples, 1 for human-in-the-loop).
- Module 5: 4 slides (1 intro, 1 for transformation patterns, 2 for demo).
- Module 6: 5 slides (1 intro, 1 for the landscape, 3 for the live demo).
- Module 7: 6 slides (1 intro, 5 project cards).
- Module 8 + Wrap: 5 slides (1 capstone intro, 1 worksheet, 2 example capstones, 1 next steps).
What Could Go Wrong
Every scenario below has happened in a real session of this workshop. The recovery is your job — the plan is ours.
/boxkit/demo-backups/. Don't try to debug live — that kills 5 minutes. Narrate the screenshots with the same beats. Move on within 30 seconds.Before the Session
Before the Session
- Review slides end-to-end (60 min)
- Practice all three demos twice
- Test all tools and logins
- Open all links in advance in browser tabs
- Check internet, audio, projector
- Print worksheets (1 per learner + 5 spare)
- Prepare 2 personal examples for Old/AI-Native table
- Capture fresh backup screenshots
- Confirm Module 3 examples match cohort roles
- Set timer for module transitions
- Review "What Could Go Wrong" section
- Bring whiteboard markers (3 colors)
- Eat. Hydrate. You'll be talking for 3 hours.