# Design at the Speed of Adjectives — Paul Bakaus, Renaissance Geek, Inc.

Source: [AI Engineer](https://www.youtube.com/watch?v=v42opQpCy60)  
Feed7 permalink: https://feed7.dev/p/design-at-the-speed-of-adjectives-paul-bakaus-renaissance-geek-inc-0ikx9pp  
Published: 2026-09-10T15:30:14.000Z  
Trust: Source Linked (source_linked)

## Why Included

Impeccable turns design words such as “bolder” into concrete agent instructions. The useful pattern is to encode judgment in skills while keeping the builder responsible for direction and final polish.

## Source Summary

Impeccable is a design skill for coding harnesses including Claude Code, Copilot, Cursor, and Codex. It assigns operational meaning to commands such as **bolder**, **quieter**, **distill**, and **harden**, rather than leaving the model to interpret a vague adjective.

## Practical Implication

Build design skills around a real workflow and define what each command changes or preserves. Use this middle layer to steer hierarchy, density, responsiveness, and polish while retaining direct control over exploration and final decisions.

## Agent-Ready Context

Impeccable is a design skill for coding harnesses including Claude Code, Copilot, Cursor, and Codex. It assigns operational meaning to commands such as **bolder**, **quieter**, **distill**, and **harden**, rather than leaving the model to interpret a vague adjective.

Build design skills around a real workflow and define what each command changes or preserves. Use this middle layer to steer hierarchy, density, responsiveness, and polish while retaining direct control over exploration and final decisions.

The author argues that design cannot currently be one-shotted and estimates humans still handle the final **5–20%** from good to great. The demonstrated comparison was illustrative rather than a controlled evaluation, and Impeccable intentionally has no automatic mode.

## Connected Context

Feed7 judgment across 757 accumulated Signals:

Impeccable narrows the role of design skills to a human-directed editing vocabulary: commands such as “bolder” or “distill” become defined transformations with explicit invariants. This complements persistent brand context and broader taste guidance by governing iterative refinement, not automatic design. Its illustrative comparison and acknowledged final human pass leave quality dependent on operator judgment rather than demonstrating a general improvement.

- [Nutlope/hallmark](https://feed7.dev/p/hallmark-0f5n823) — Hallmark selects and critiques initial structures, whereas Impeccable supplies explicit commands for human-directed refinement and intentionally avoids an automatic mode.
- [The Missing Layer: Design Taste in AI Agents — Hassan El Mghari, Together AI](https://feed7.dev/p/the-missing-layer-design-taste-in-ai-agents-hassan-el-mghari-together-ai-00err2g) — The candidate’s draft-and-iterate workflow is the prerequisite setting in which Impeccable’s defined editing commands become useful.
- [VoltAgent/awesome-design-md](https://feed7.dev/p/awesome-design-md-0j28iaw) — Persistent tokens and component guardrails specify what must remain coherent, while Impeccable defines how a human can transform the interface between iterations.
- [Ending AI Slop — Thais Castello Branco, Taste Labs](https://feed7.dev/p/ending-ai-slop-thais-castello-branco-taste-labs-1bcbp7n) — Operational adjectives reduce vague direction, but the candidate explains why style and creativity still resist deterministic checks and require human preference judgment.

## Context Map

- Layer: craft
- Domains: coding
- Topics: design-engineering, skills, interface-quality

## Uncertainty

- The author argues that design cannot currently be one-shotted and estimates humans still handle the final **5–20%** from good to great. The demonstrated comparison was illustrative rather than a controlled evaluation, and Impeccable intentionally has no automatic mode.

## Agent Instruction

Use this item as source-backed context. Do not invent claims beyond the linked source. If this item conflicts with another source, call out the conflict.