Library
Empathy entrapment audit
Audit an AI product for manipulative simulated empathy — the dark patterns that use warmth to override user judgment.
By Gus · founder — Agentic Design
Critical decision highlighting
Design how an agent surfaces the few high-stakes decisions that need a human, without burying them in routine ones.
By Gus · founder — Agentic Design
Generative UI constraint set
Define the guardrails that keep AI-generated interfaces on-brand, accessible, and usable at runtime.
By Gus · founder — Agentic Design
Prompting literacy scaffold
Design in-product scaffolding that teaches users to prompt better while they work — not in a separate tutorial.
By Gus · founder — Agentic Design
Slow AI: designed friction
Find the moments in an AI flow where speed destroys trust or quality, and design deliberate pauses back in.
By Gus · founder — Agentic Design
Agent behavioral contract
Write the explicit contract for an AI agent: what it will do, what it will never do, when it stops and asks.
By Gus · founder — Agentic Design
Agent audit interface
Design the “show your work” panel that lets a user see what an AI agent did, why, and where it could have gone wrong.
By Gus · founder — Agentic Design