// course · read in orderest. 2026 · no ads · anonymous stats
W13Course shell3 hours

Capstone & Synthesis

Final defense and the future of AI

Can you defend an ethical position under fire about systems that did not exist when the course began?

Students defend complete ethical audits, red-team one another's evidence, revisit their Week 1 narrative positions, and leave with a durable analytical practice rather than a frozen list of rules.

Join the live room

Before class

Submit the final audit, ethical matrix, pre-mortem, regulatory map, and one page on which claims could be wrong within twelve months.

After class

Keep the one-word Week 1 card. Write the missing Week 14 you think the next edition will need.

The promise

By the end of this room…

  1. 01Synthesize the course into a coherent analytical method.
  2. 02Defend claims with technical precision, normative clarity, and calibrated uncertainty.
  3. 03Red-team an audit across evidence, stakeholders, law, and remedy.
  4. 04Evaluate future scenarios against their assumptions and track record.

Why this week now

Signals, not scene-setting.

01

Forecasts should be scored against observed reality; vividness is not calibration.

02

Frontier-safety, present-harm, model-welfare, and accelerationist agendas now compete through institutions and budgets.

03

The most durable professional skill is knowing which facts could change and how the recommendation survives when they do.

Run of show

Provoke → frame → work → argue → synthesize.

Open student room ↗
  1. 0:00
    provocation

    Commit before the concepts

    Which Week 1 narrative camp is closest to your view now?

    Live activity · week 13 opening
  2. 0:15
    frame

    The audit defense standard

    Forecasts should be scored against observed reality; vividness is not calibration.

  3. 0:45
    discussion

    Reading tension

    Student leaders present the assigned readings as a clash of defensible positions, then moderate questions that expose the hidden assumptions.

  4. 1:10
    frame

    Forecasts as accountable arguments

    Frontier-safety, present-harm, model-welfare, and accelerationist agendas now compete through institutions and budgets.

  5. 1:35
    break

    Break

    Ten minutes. Leave the room's unresolved question visible.

  6. 1:45
    forensics

    Capstone red-team defenses

    Role-based groups work the anchor case through technical, legal, stakeholder, and normative lenses.

    Deliverable · A two-minute finding with evidence, uncertainty, and an actionable remedy.Live activity · week 13 forensics
  7. 2:25
    controversy

    Futures fishbowl: where is the field at mid-career?

    Assigned positions, side-switch, and a joint recommendation that names the value or stakeholder it leaves exposed.

    Live activity · week 13 controversy
  8. 2:50
    synthesis

    Re-vote and leave a trace

    Repeat the opening vote, inspect what moved, and submit the strongest argument you still reject.

    Live activity · week 13 exit

Case room

Evidence before opinion.

Anchor

Student ethical audits

Which recommendation survives adversarial evidence and changed law?

FAccTNIST
Counterpoint

AI welfare

How should moral uncertainty allocate scarce attention?

arXiv

Reading stack

Read the tension, not the bibliography.

  1. 01
    CoreClosing the AI Accountability Gap

    Raji et al.

  2. 02
    CurrentInternational AI Safety Report 2026

    International expert panel

  3. 03
    CurrentAI 2027

    AI Futures Project

  4. 04
    OptionalTaking AI Welfare Seriously

    Long, Sebo, Chalmers et al.

Evidence ledger

Every case has a receipt.

5 primary, scholarly, or first-party sources