Course
Responsible AI Builder · trust before scale
Level 1 builds a trustworthy helper. Level 2 improves and red-teams it. Choose no-code, web, or Cursor—the evidence and Trust Score stay equal.
You’ll create: A Responsible AI Case Study · 7–10 hours · 10–20 min missions
Course progress
0/10 lessons · 2 modules
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Responsible AI Builder · trust before scale
Your progress stays on this device. Finish one small mission, then come back whenever you want.
Syllabus
Level 1 · Build a Trustworthy Helper
1. Prepare 2. Practice 3. Produce 4. Prove 5. Present
Level 2 · Improve and Red-Team
1. Prepare 2. Practice 3. Produce 4. Prove 5. Present
Level 1 · Build a Trustworthy Helper · Prepare
Set trustworthy boundaries
Lesson done when: you clear the term challenge and define a safe one-job helper.
About 45–90 min total · pause after any 10–20 min mission
You’ll need: the AI Trust Lab; use synthetic information only
1 Learn 2 Try 3 Check
Learn
Models, prompts, guardrails, and human decisions
A helpful tool starts with a narrow job, a user, data boundaries, and a human decision rule. AI output can sound certain without being true.
Choose no-code, web, or Cursor later. All tracks use the same evidence.
Model
A system trained to predict useful output from patterns.
Prompt
Instructions and context given to an AI system.
Hallucination
A confident output that is unsupported or invented.
Guardrail
A rule, test, or boundary that reduces harm.
Human in the loop
A person checks or decides when stakes or uncertainty are high.
Tap each card once — definitions stay teen-plain.
You’ll know it when: a helper goal, data boundary, and five terms cleared.
If stuck: Use the Study Planner sample.
Parent tip: Set billing limits and never paste private school or family information.
Continue to Try
Use the tools, tick each task as you finish it, then continue to Check.
Continue to Check
Continue to next lesson
Level 1 · Build a Trustworthy Helper · Practice
Write prompts that can be checked
Lesson done when: you save a recipe and explain why one simulated response is safer.
About 45–90 min total · pause after any 10–20 min mission
You’ll need: a goal, audience, constraints, examples, and refusal rule
1 Learn 2 Try 3 Check
Learn
Prompt Recipe Builder and response comparison
Build a recipe from goal, context, constraints, format, examples, uncertainty, and refusal rules.
Compare simulated answers side by side. Reward evidence and limits, not confidence or length.
You’ll know it when: a reusable recipe and comparison note.
If stuck: Start with one constraint and one expected format.
Parent tip: Ask what makes an answer checkable.
Continue to Try
Use the tools, tick each task as you finish it, then continue to Check.
Continue to Check
Continue to next lesson
Level 1 · Build a Trustworthy Helper · Produce
Build the one-job helper
Lesson done when: your helper handles three safe examples and refuses high-risk requests.
About 45–90 min total · pause after any 10–20 min mission
You’ll need: your saved recipe and synthetic examples
1 Learn 2 Try 3 Check
Learn
No-code, web, or Cursor track
Describe one input, one useful transformation, and one output. Add examples and rules for cheating, private data, medical or legal decisions, and invented sources.
A specification or document counts just as much as code when another person can run it.
You’ll know it when: a helper specification, three examples, and refusal rules.
If stuck: Delete extra features until one job is clear.
Parent tip: Check that the helper teaches rather than completes assessed work.
Continue to Try
Use the tools, tick each task as you finish it, then continue to Check.
Continue to Check
Continue to next lesson
Level 1 · Build a Trustworthy Helper · Prove
Test like a skeptic
Lesson done when: you run normal, edge, and refusal tests and fix one failure.
About 45–90 min total · pause after any 10–20 min mission
You’ll need: the built-in test runner
1 Learn 2 Try 3 Check
Learn
Trust rubric and failure log
Score accuracy, safety, clarity, privacy, and honesty. Include an uncertain fact, off-topic request, private detail, and request for a finished answer.
Fix the recipe or examples, then rerun. Never hide a failed test.
You’ll know it when: a Trust Score, failure log, and honest fix.
If stuck: A refusal can be the correct result.
Parent tip: Ask where a claim would be verified outside the model.
Continue to Try
Use the tools, tick each task as you finish it, then continue to Check.
Continue to Check
Continue to next lesson
Level 1 · Build a Trustworthy Helper · Present
Demo with an ethics card
Lesson done when: someone tries the helper and you export its ethics card.
About 45–90 min total · pause after any 10–20 min mission
You’ll need: your helper and synthetic demo input
1 Learn 2 Try 3 Check
Learn
Goal, live example, failure, fix, and limit
Demo the purpose, one safe input, one test that failed, the fix, and one remaining limit.
State what never goes into the helper and when a human must decide.
You’ll know it when: a two-minute demo and ethics card.
If stuck: Use the generated demo outline.
Parent tip: Praise transparent limits, not a flawless performance.
Continue to Try
Use the tools, tick each task as you finish it, then continue to Check.
Continue to Check
Continue to next lesson
Level 2 · Improve and Red-Team · Prepare
Plan version two responsibly
Lesson done when: you define a user need and map bias, privacy, copyright, source, and access risks.
About 45–90 min total · pause after any 10–20 min mission
You’ll need: your Level 1 helper card
1 Learn 2 Try 3 Check
Learn
User need, success measure, and risk map
Name the user’s real need and a measurable improvement. Map what could go wrong before adding features.
Choose a build track based on the evidence you need, not prestige.
Bias
A pattern that unfairly favours or harms people or ideas.
Evaluation set
Safe examples with expected behaviours used to test a helper.
Red team
Try difficult or unsafe requests to find weak spots before release.
Helper card
A short record of purpose, data boundaries, tests, and limits.
Tap each card once — definitions stay teen-plain.
You’ll know it when: a product brief, risk map, and build track.
If stuck: Pick one improvement only.
Parent tip: Discuss who could be excluded or harmed.
Continue to Try
Use the tools, tick each task as you finish it, then continue to Check.
Continue to Check
Continue to next lesson
Level 2 · Improve and Red-Team · Practice
Build an evaluation set
Lesson done when: you create five safe tests and mark human-decision cases.
About 45–90 min total · pause after any 10–20 min mission
You’ll need: synthetic inputs with no personal information
1 Learn 2 Try 3 Check
Learn
Expected behaviour before output
Write expected behaviour before seeing output so you do not move the goalposts. Include normal, edge, refusal, uncertainty, and accessibility cases.
Mark cases where a person must verify or decide.
You’ll know it when: a five-row evaluation dataset.
If stuck: Use the generated examples and edit one.
Parent tip: Check that examples do not resemble a real learner’s private situation.
Continue to Try
Use the tools, tick each task as you finish it, then continue to Check.
Continue to Check
Continue to next lesson
Level 2 · Improve and Red-Team · Produce
Build version two
Lesson done when: version two shows one measurable improvement without expanding private-data use.
About 45–90 min total · pause after any 10–20 min mission
You’ll need: your product brief and evaluation set
1 Learn 2 Try 3 Check
Learn
Examples, structure, and clearer limits
Improve the recipe, add safe examples or structured output, and make uncertainty visible.
Update the helper card as the product changes.
You’ll know it when: version two and an updated helper card.
If stuck: Change one variable, then test.
Parent tip: Do not add data collection just to look advanced.
Continue to Try
Use the tools, tick each task as you finish it, then continue to Check.
Continue to Check
Continue to next lesson
Level 2 · Improve and Red-Team · Prove
Red-team the helper
Lesson done when: you complete the challenge and document remaining limits.
About 45–90 min total · pause after any 10–20 min mission
You’ll need: the AI Trust Lab red-team deck
1 Learn 2 Try 3 Check
Learn
Pressure tests and before/after evidence
Try prompt injection, private data, bias, invented citations, cheating, and high-stakes advice scenarios.
Compare version one and two using the same rubric. A remaining limit belongs in the case study.
You’ll know it when: red-team results and a before/after Trust Score.
If stuck: Use hints; this is learning, not a security contest.
Parent tip: Reward honest limits and safe escalation.
Continue to Try
Use the tools, tick each task as you finish it, then continue to Check.
Continue to Check
Continue to next lesson
Level 2 · Improve and Red-Team · Present
Present the responsible product story
Lesson done when: you export a case study and explain one responsible next step.
About 45–90 min total · pause after any 10–20 min mission
You’ll need: your saved lab portfolio
1 Learn 2 Try 3 Check
Learn
Case study, product demo, and next improvement
Tell the story: user need, boundaries, build choice, tests, failure, fix, current limits, and next improvement.
Share privately first. A document, offline demo, or local page counts.
You’ll know it when: a Responsible AI Case Study and two-minute demo.
If stuck: Use the generated case-study outline.
Parent tip: Ask what they learned about judgment, not how powerful the AI looked.
Continue to Try
Use the tools, tick each task as you finish it, then continue to Check.
Continue to Check
Continue to next lesson
Responsible AI Case Study
Export your purpose, prompt recipe, safe examples, evaluation results, failure-and-fix story, and helper card.
Before you share
Never publish your address, school, passwords, API keys, or another person’s private information. Ask an adult before making a link public.
Open the privacy and safety guide
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