Summary
Paul Bakaus, creator of the AI design tool Impeccable, presents a framework for steering AI coding assistants toward better design outcomes using natural language adjectives and verbs. The talk, delivered at the AI Engineer World’s Fair, targets the gap between two extremes: direct pixel manipulation in tools like Figma and fully agentic one-shot generation — arguing that neither gives designers the right level of creative control.
Impeccable works as a design skill layer compatible with Cursor, GitHub Copilot, Claude Code, and other coding harnesses. Bakaus demonstrates how design-vocabulary prompts — “make it bolder,” “make it quieter,” “distill this,” “harden this” — produce meaningfully different results from generic prompts, showing side-by-side comparisons using GPT-4.5 on identical projects with and without the tool installed.
A recurring theme is what Bakaus calls “Claude beige”: the instrument-serif, italic-heavy, purple-gradient-free aesthetic that has become the new signature of AI-generated slop, replacing earlier tells without actually solving the underlying homogeneity problem. His core thesis is that compressed design vocabulary — not longer prompts — is the lever for escaping generic AI output, and that the real opportunity lies in defining that vocabulary precisely enough for an agent to understand what “bolder” means in a specific brand context. Relevant for design engineers, frontend developers, and anyone trying to produce distinctive AI-assisted UI.
📺 Source: AI Engineer · Published September 10, 2026
🏷️ Format: Showcase
