glossary

AI Agents

AI agents are software systems that use AI models, tools, and instructions to complete multi-step tasks within defined permissions and human checkpoints.

Creative Direction

Creative direction is the practice of setting the brief, creative intent, constraints, and quality standards, then making final decisions on the work.

Creative Sovereignty

Creative sovereignty is the practice of keeping human intent, provenance, rights, and final judgment in control when AI contributes to creative work.

Curation

Curation is the process of selecting, refining, organising, and approving work against a brief or quality standard.

Data Sovereignty

Data sovereignty is control over where data is stored, which laws govern it, who can access it, and how it may be used.

Design Systems

Design systems are shared sets of principles, tokens, components, and usage guidance for creating consistent products and interfaces.

Homogenization

In AI-assisted creative work, homogenization is a reduction in variation across a group of outputs.

Human-Led AI Creative Team

A human-led AI creative team is an operating model where people retain goals, judgment, exceptions, relationships, and approval while agents complete defined research, coordination, and preparation.

Slop

Slop is low-value, generic, or error-prone content produced with little editorial judgment, often using generative AI.

Symbiotic Virtuosity

Symbiotic virtuosity is an MIT Media Lab term for the capability that emerges when a musician works with a responsive, controllable AI-augmented instrument.

Taste

Taste is the learned ability to judge which creative choices fit a specific audience, context, and purpose.

The 80/20 Flip

The 80/20 flip is Aran’s planning heuristic for moving more team time from repeatable execution to direction and judgment; it is not a measured ratio.

Venture Studio

A venture studio is an organisation that repeatedly creates and builds new companies or products using a shared team, processes, and resources.