W1D3Sa
6-Lens Case Analysis
When six ethics lenses disagree on a real AI decision, which one do you let win — and what does that cost?
Projects & Outcomes
What students walk away having made
Every lesson hands the student a real artefact; every module ends in something they can show. These are the projects the cohort produces — the evidence the course is built to generate, not a promise of it.
academic
9 projectsW1D1Sa
Data Portraits
What does this class actually look like — and how easily can a machine draw the picture?
W3D14Sc
Future CV
When AI can do half the job, what is left that only you can do?
W2D6Sa
Model Budget Plan
Which model do you actually pay for — and can you prove the cheap one isn't good enough?
W1D4Sb
Paper Test
When the AI is taken away, what is actually left in your head?
W1D1Sb
Research Presentation
Does your class look like the world — and can you prove it in 60 seconds?
W1D2Sb
Source-Criticism Brief
Can you take one claim that is racing across feeds right now and prove, on paper, whether it survives contact with its own source?
W1D3Sb
Tribunal Verdict
When a chatbot is named in a child's death, who is liable — and can you prove it in three minutes to a room that wants you to lose?
W1D2Sa
Vetted Question Bank
What 10 questions would force a guarded source to say something they have never said in public?
creative
11 projectsW2D9Sa
Final Trailer
Your trailer plays once, cold, on a screen the size of a wall — does the room lean in or look at their phones?
W2D5Sb
Logline + 1-Pager
Can you compress your whole film into one sentence a stranger would pay to watch?
W2D7Sb
Motion Clip Set
Can you make six dead stills move like a director shot them?
W2D8Sc
Music + SFX Bed
The picture is locked. Can your sound make a stranger feel exactly what you choose — fear, awe, or grief — in 90 seconds?
W2D7Sa
Shotlist + Keyframes
Which six frames carry your whole trailer — and can AI hold one face across all of them?
W2D6Sb
Style Frame
Can you lock a look so tightly that ten different frames look like they came off one camera, one set, one mind?
W2D5Sa
The Pitch Room
Does your story have an engine — or just a mood?
W2D5Sc
Trailer Beat Sheet
Can you engineer 90 seconds that make a stranger need to see your film?
W2D8Sa
Trailer Rough Cut
Can you make a stranger's pulse jump on the exact frame the music tells them to?
W2D8Sb
Voiceover Track
Can a voice you generated in a browser make a stranger want to watch your film in 90 seconds?
W2D6Sc
World + Character Ref Sheet
If your trailer is generated shot-by-shot, what stops the lead's face, the city, and the light from quietly mutating between cuts?
engineering
11 projectsW3D11Sb
Agent Knowledge Base
When your agent answers a question, where does the answer actually come from — a source you control, or a sentence the model invented because it sounded right?
W3D12Sa
Agent with Tools
Can your agent reach for the right tool, with valid arguments, and actually finish the job?
W3D11Sa
Persona Spec
Can you write a system prompt so tight that your agent stays in character even when a stranger tries to break it?
W3D10Sb
Shipped Feature
Can you steer an AI into shipping one feature that actually runs in a stranger's browser — and prove which lines you fixed yourself?
W3D14Sb
The Demo
How do you stage a working build and recover when it breaks live, so strangers see a moment that works?
W3D13Sb
The Hardened Agent
How do you design novel attacks that expose failure modes in your own agent, then harden it before users find the cracks?
W3D14Sa
The Live Deployment
Can a stranger, with no instructions, get a useful answer from your deployed agent?
W3D13Sa
The Switch
Can you write refusal boundaries precise enough to stop five real agent failures—and defend each rule under stress-test pressure?
W1D4Sa
The Teacher Pitch
Can you pitch yourself to the group as a professional teacher — armed with one AI study tool you discovered at the conference?
W3D12Sb
Working Agent Loop
Can you make an AI agent loop until it actually finishes a real job — and prove it on a transcript?
W3D10Sa
Working Dev Environment
Can you and an AI run one full build-test-debug loop together and prove the whole toolchain works?