Trainer notes: welcome with light solemnity — it's the last session, say so. Announce the hybrid format: 1 hour of content (governance/ethics), 1 hour of capstone (presentations of the final project + retrospective + final quiz). Please note: the quiz covers all 10 sessions.
Trainer notes: this is the central message — it will come back at the end. An effective catchphrase: “today, we move from “it works” to “we accept it”.”
Trainer notes: recruitment is chosen on purpose: it is a “high risk” AI Act case which ticks all the boxes of the session. Ask by show of hands: “Who would consider it normal for their CV to be sorted by an AI without knowing it?” — ambient unease IS the topic of the day.
Trainer notes: allow 60 seconds for spontaneous responses before displaying the 3 bricks. Vague answers (“the CIO? the boss?”) demonstrate the problem better than a long speech.
Trainer notes: emphasize simplicity: a good policy fits on one page and an employee understands it in 2 minutes. The “traffic light” format can be directly reused by participants from Monday.
Trainer notes: analogy that works: “escalation is your AI’s fire escape plan — we write it before the fire”. Eliminate the “we don’t have the means” objection with proportionality.
Trainer notes: announce that each principle will be applied to RecrutIA on the next slide — the principles alone are abstract, the application makes them concrete.
Trainer notes: note down the formula “the AI proposes, the human disposes — and signs”. Responsibility is the pivotal principle: a system without an identifiable human leader is indefensible.
Trainer notes: this is the emotional hook for the most important part of the session. Pause after “the system learned it.” Specify: experimental tool, never used alone in production — factual honesty builds credibility.
Trainer notes: the concept of “proxy” is THE key notion: the modern bias does not say “no women”, it says “available on weekends”. Live test possible: “The nurse's name is… / The surgeon's name is…” and observe the first names generated.
Trainer notes: 5 min demo on the web page. Frame the tool: educational pattern detector, not certifier — real detection = statistical tests on real outputs. Transition to Exercise 1 (bias audit) if you are doing it in class.
Trainer notes: anecdote that wakes you up. Link explicitly to agent sessions: “you knew about tool-side injection; here it arrives through an innocent PDF application file.
Trainer notes: draw the diagram on the board rather than projecting it — the gesture helps memorize. The structured output → easy filtering link is a nice reminder of Session 3.
Trainer notes: probe: “Who realized that the entire RAG context goes to the provider with each request?” — often a minority. This is the trigger for part E.
Trainer notes: show a before/after of anonymization on a fictitious CV extract. Limit to state: the identity is pseudonymised, but the useful content (e.g. medical) remains - hence the importance of the choice of supplier. Transition Exercise 2 (AIPD express) if done in class.
Trainer notes: caution — you are not a lawyer, the objective is to know how to ASK questions. Repeat ⚠ orally: schedule and amounts change, check at the time of the project.
Trainer notes: this slide bridges the gap between compliance ↔ engineering — a satisfying moment when the course “comes full circle”. The exact obligations are summarized/simplified: refer to the text for details.
Trainer notes: 3 min demo: RecrutIA → high risk; “internal notes summarizer” → minimal risk. Announce that each team will classify THEIR final project with the tool (this is required in the /100 grid).
Trainer notes: the “right to stop” always surprises – insist: in AI, quickly killing a bad lead is a skill, not a failure.
Trainer Notes: Connect each artifact to a principle from slide 7 — documentation is the embodiment of responsible AI, not paperwork.
Trainer notes: rapid sequence (compressible if delayed). Anchor question: “In your organization, who wears the ethics hat today?” Silence is frequent — and instructive.
Trainer notes: 30 minutes in total. Announce before starting: “a modest, coherent and governed project beats a spectacular project without risk analysis”. Hold time mercilessly — it’s educational too.
Trainer notes: this is the “journey recap”. Project the interactive map of the web page in parallel and click 3-4 nodes. Tell the journey as a story, not a summary.
Trainer notes: moment of collective pride — let it breathe. Continue with the exit round: “the thing I will use from Monday is…” (one sentence per participant).
Trainer notes: this is your professional farewell message: “you were taught the method, not the catalog. The catalog will expire in 6 months; the method, no.”
Trainer notes: play down the drama: “it’s a best-of, not an exam”. Correct live if time permits (the explanations of the answer key are a last round of revision in disguise); otherwise sent within 48 hours with the project grids.
Trainer notes: transfer to a work situation is the final objective of the program. Explicitly encourage participants to turn their final project into a real business project — many will do so.
Trainer notes: delivery of certificates if planned, group photo if the atmosphere is suitable, post-course contact channels.Don't rush the ending: it's the last image of the program. Then read the exit tickets at your leisure — the “topic I would like one more session on” ticket is your roadmap to the next promotion.