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⚖️ Governance, ethics & final project

Applied AI — Intermediate Level · Session 10/10 · Yann Isola
🎓 CLOSING SESSION
Where does your use case fall in the AI ​​Act (European regulation on artificial intelligence) ⚠? Answer the questions to place your project in the 4 risk categories and discover your main obligations. ⚠ Simplified educational tool — the application schedule and exact obligations evolve: any real decision goes through a lawyer.
Question 1

🧭 Reminder: the 4 categories

CategoryStatusExamples
UnacceptableForbiddenGeneralized social scoring, subliminal manipulation
High riskHeavy bondsRecruitment, credit, education, medical devices
LimitTransparencyChatbot (declare yourself AI), deepfakes (reporting)
MinimalNo specific obligationAnti-spam, proofreader, summary of internal notes
Does your prompt contain bias? Paste a prompt (or load an example): the simulator detects risky patterns — criteria direct (explicitly discriminating) and proxies (falsely neutral). ⚠ Detector patterns educational, not a certifier: true bias detection requires statistical tests on real outputs, segmented by group (Session 9).

🔍 Analyze a prompt

🛠️ The 4 mitigation actions

Gesture 1
Neutralize the prompt — objective criteria linked to the position, zero social proxy (address, unjustified availability, “cultural fit”).
Gesture 2
Hide attributes not relevant before the call: name, age, photo, address.
Gesture 3
Evaluate by segments — 92% average precision can hide 78% for a group. Segment your reviews.
Gesture 4
Human decision-maker on any borderline case — and decisions traced (decision log).
💡 Writing “be neutral” in a prompt does not remove a learned bias. Mitigation is architectural , not incantatory.
The journey in 10 sessions. Click on a node to review what you learned there and how it connects to the rest. One story: understand → speak → control → connect → act → collaborate → deploy → measure → assume.

👆 Click on a session

Each node shows: the key concepts of the session, and its connections with the rest of the program.