I.
Abstract Manipulation
Operating on abstract structure across domains.
Rubric points
- Recognises the underlying analogy
- Maps entities and constraints correctly
- Re-applies with valid adjustments
- Documents the abstraction explicitly
II.
Swarm Intelligence
Orchestrating multiple AI agents.
Rubric points
- Defines distinct, justified agent roles
- Specifies clear message contracts
- Reaches a convergent or arbitrated outcome
- Handles failure modes
III.
Generative Art
High-quality multimodal artifacts.
Rubric points
- Adheres to the brief
- Demonstrates technical execution
- Shows editorial judgement
- Documents iteration
IV.
Practical Application
Real business problems, end to end.
Rubric points
- Delivers a working artifact
- States assumptions transparently
- Makes pragmatic trade-offs
- Produces stakeholder-ready output
V.
Generative Coding
Working code, verified.
Rubric points
- Functional correctness
- Review-ready style
- Evidence of verification
- Edge-case handling
VI.
Social Implementation
Ethics, law, and societal effects.
Rubric points
- Identifies specific risks
- Cites legal / regulatory grounding
- Proposes concrete mitigations
- Documents residual risk
Weighting
How dimensions combine.
All six dimensions carry equal weight. Each is scored on a 0–100 scale, and the six scores are averaged into the single AIQCAT score reported on the dashboard — no dimension counts for more than another.