Hands-on
Interactive AI labs
Browser-based, deterministic labs designed for classrooms. Results can save to a student account for mastery tracking.
Representation & Reasoning
Decision Tree Builder
Build yes/no rule maps that classify situations — the foundation of rule-based reasoning.
Min band: K2
Machine Learning
Train a Classifier
Label examples, train a simple model, and read accuracy plus confusion counts.
Min band: G35
Ethical Design
Bias Explorer
Swap training distributions and watch fairness and accuracy metrics move.
Min band: G35
Machine Learning
Perception Lab
See how sensors capture signals and features differ from full understanding.
Min band: G35
Humans & AI
Prompt & Evidence
Practice verification: claim → evidence → confidence for generative outputs.
Min band: G68
Societal Impact
Recommender Toy
Adjust user histories and observe ranking feedback loops.
Min band: G68
Ethical Design
Model Card Writer
Document purpose, data, metrics, limits, and ethical notes for a system.
Min band: G35
Machine Learning
Neural Net Sandbox Lite
Toy network intuition: capacity, noise, and overfitting (HS/college).
Min band: G912
Humans & AI
Hallucination Hunter
Classify AI outputs as supported, false, or unverifiable — and learn the tells of invented confidence.
Min band: G68
Humans & AI
Prompt Architect
Build professional prompts: goal, constraints, format, critique loop, and refuse line.
Min band: G68
Societal Impact
Privacy Trail
Rate real-world sharing scenarios and practice safer data hygiene with AI tools.
Min band: G68
Ethical Design
System Tradeoff Studio
Set thresholds under uncertainty: false alarms vs missed harm, trust vs safety theater.
Min band: G912
Humans & AI
MCP Protocol Studio
Design tools, resources, and auth boundaries for a Model Context Protocol server — the FDE integration surface.
Min band: FDE
Machine Learning
Agent Orchestration Lab
Wire cheap→expensive model cascades with deterministic escalation gates and cost budgets.
Min band: FDE
Societal Impact
Customer Engagement Loop
Run the FDE loop: ambiguous brief → scope → prototype plan → eval criteria → handoff memo.
Min band: FDE