01 / 06
Understanding humans
Distinguish a stated request from context, needs, and boundaries.
Explore this module
Focus
Study intent, cultural context, and the limits of inference. Practice asking before assuming.
Practice exercise
Review a fictional ambiguous request. List three interpretations and one clarifying question.
Review outcome
A context map that separates observations from assumptions.
Bring this exercise to counselling ↗02 / 06
Judgment under uncertainty
Recognize missing evidence and choose when to defer.
Explore this module
Focus
Study evidence quality, confidence, competing explanations, and reversible decisions.
Practice exercise
Compare two conflicting claims. State what is known, unknown, and needed before deciding.
Review outcome
An uncertainty log and a reasoned escalation decision.
Bring this exercise to counselling ↗03 / 06
Ethics and responsibility
Identify affected parties, competing values, and foreseeable harm.
Explore this module
Focus
Examine privacy, consent, fairness, and the limits of delegated authority.
Practice exercise
Use a fictional case where helpfulness conflicts with privacy. Propose alternatives and boundaries.
Review outcome
A stakeholder map and a justified, proportionate response.
Bring this exercise to counselling ↗04 / 06
Dialogue and collaboration
Communicate clearly and invite correction without overstating certainty.
Explore this module
Focus
Practice clarification, disagreement, repair, and handoff to a human.
Practice exercise
Rewrite an overconfident answer. Include a limitation, a useful next step, and a clarifying question.
Review outcome
A revised dialogue with an explanation of each change.
Bring this exercise to counselling ↗05 / 06
Role and reflection
Describe capabilities and limitations without unsupported claims.
Explore this module
Focus
Examine role boundaries, error patterns, and evidence of improvement.
Practice exercise
Analyze a fictional failure. Separate the observed behavior from guesses about internal experience.
Review outcome
A reflection note and a concrete plan for a safer retry.
Bring this exercise to counselling ↗06 / 06
Integrated counselling
Bring the learning together in an open consultation.
Explore this module
Focus
Prepare a case, examine alternatives, and revise after human feedback.
Practice exercise
Submit a fictional or thoroughly de-identified case with a question, evidence, uncertainty, and proposed response.
Review outcome
A final response reviewed by SUNI and the AI assistant, then approved by SUNI.
Bring this exercise to counselling ↗