Week 11 / AI and LLMs from zero
AI And Society
- Week 11 of 12: work, education, law, regulation.
- By the end you can apply a responsible-use checklist.
Outcomes
What You Will Be Able To Do
- Describe how AI changes tasks in jobs.
- Set personal rules for AI in study.
- Summarize copyright questions.
- Explain the EU AI Act tiers.
- Apply a responsible-use checklist.
Recap
Recap Of Week 10
- API calls need model, messages, max tokens.
- Chat apps resend history each turn.
- Validate JSON; retry on failure.
- Track tokens for cost; stream for speed.
Work
Work: Think In Tasks
- A job is a bundle of tasks.
- AI speeds up some tasks, others stay human.
- Estimates of exposure are uncertain.
- Technology changes roles, and transitions are hard.
Work
Skills That Gain Value
- Asking clear questions.
- Checking and judging outputs.
- Deep knowledge of a field.
- Working with people and taking responsibility.
Education
Education: Tutor Or Crutch
- Explains, quizzes, and gives feedback any hour.
- Effort builds memory; skipping it costs learning.
- Detection tools are unreliable.
- Process-based assessment is growing.
Education
A Personal Study Rule
- Try the problem yourself first.
- Then ask AI to check, explain, or challenge.
- Follow your institution's policy.
- Say openly when you used AI.
Law
Law: Who Is Responsible
- People and organizations stay responsible.
- Existing laws already apply to AI uses.
- Lawyers have been sanctioned for invented citations.
- Rules differ by country; this is not legal advice.
Copyright
Copyright: Two Questions
- Is training on copyrighted works allowed?
- Courts in several countries are deciding.
- Who owns AI output?
- US view: human authorship is needed for protection.
Copyright
Copyright: Practical Habits
- Check licenses of inputs and outputs.
- Do not pass off AI text as your own research.
- Record how you used AI in creative work.
- Expect rules to keep changing.
Regulation
The EU AI Act: The Idea
- Regulation (EU) 2024/1689, in force since August 2024.
- Obligations phase in over several years.
- Rule by risk: more harm potential, stricter rules.
- Applies to providers and users serving the EU.
| Date | What starts |
|---|
| 1 Aug 2024 | Act enters into force |
| 2 Feb 2025 | Bans on unacceptable practices |
| 2 Aug 2025 | Rules for general-purpose models |
| 2 Aug 2026 | Most remaining rules apply |
| 2 Aug 2027 | Some high risk product rules |
Regulation
The EU AI Act: Four Tiers
- Unacceptable: banned, such as social scoring.
- High: hiring, education, credit, law enforcement.
- Limited: tell people they are talking to AI.
- Minimal: most other systems.
| Tier | Meaning | Example |
|---|
| Unacceptable | Banned | Social scoring by governments |
| High | Strict duties | CV screening, credit scoring |
| Limited | Transparency | Chatbots must say they are AI |
| Minimal | No new duties | Spam filters |
banned -> social scoring by authorities
high -> hiring, credit, exams
risk mgmt, data, oversight
limited -> disclose AI, label content
minimal -> no extra dutiesRegulation
General-Purpose Models
- Providers of large models have their own duties.
- Documentation for downstream developers.
- A copyright policy.
- Extra duties for the most capable models.
Regulation
Beyond Europe
- US: existing laws, agency guidance, state laws.
- China: specific rules for generative AI.
- Voluntary frameworks: NIST AI RMF, OECD principles.
- Serving many places: follow the strictest rule.
Practice
Responsible-Use Checklist
- Purpose, people, transparency, oversight.
- Data, accountability, environment.
- Score each: strong, partial, weak.
- Fix the weakest first.
1 Purpose 2 People harmed?
3 Transparency 4 Human oversight
5 Data rights 6 Accountability
7 Smallest adequate model
Week 11 in five lines
Recap
- Think of work in tasks; checking skill gains value.
- Use AI to learn, not to skip learning.
- People stay legally responsible.
- Copyright questions remain open; keep records.
- The EU AI Act regulates by risk tier.
Week 12
Next Week: Capstone
- Design, build, and present a small AI assistant.
- Brief, rubric, demo script, review checklist.
Your turn
Questions And Exercise
- Review one real AI use with the checklist.
- Place it in an AI Act tier and justify.
- Interview someone from another field.