AgentSkillsCN

ai-era-design-process

适用于做出设计决策、在Claude Code与Gemini等图像生成工具之间进行选择、为设计团队工作流提供建议、评估设计师或引导AI加速的产品开发时。

SKILL.md
--- frontmatter
name: ai-era-design-process
description: Use when making design decisions, choosing between Claude Code and image generation tools like Gemini, advising on design team workflows, evaluating designers, or navigating AI-accelerated product development

AI-Era Design Process

Overview

Traditional design process (discovery → diverge/converge → mock → iterate) is largely dead. Two types of design work now exist:

  1. Execution Support — Helping engineers implement, polish, and stay aligned as they ship rapidly using AI coding tools
  2. Direction Setting — Creating 3–6 month prototyped visions (not decks) that point teams toward a coherent north star

Based on frameworks from Jenny Wen (Head of Design at Anthropic/Claude).

When to Use

  • Deciding between mockups vs code prototypes
  • Advising design teams on AI tool adoption
  • Evaluating designer hiring/roles
  • Setting quality standards for fast-shipping teams
  • Navigating designer-engineer collaboration
  • Planning design vision cycles

Tool Decision Framework

dot
digraph tool_decision {
    rankdir=TB;
    node [shape=diamond];

    "Explore directions or communicate intent?" -> "Use Gemini/Wireframes" [label="yes"];
    "Explore directions or communicate intent?" -> "AI model behavior involved?" [label="no"];
    "AI model behavior involved?" -> "Skip wireframes → Claude Code prototype" [label="yes"];
    "AI model behavior involved?" -> "Direction chosen, time to build?" [label="no"];
    "Direction chosen, time to build?" -> "Claude Code implementation" [label="yes"];
    "Direction chosen, time to build?" -> "Already built but rough?" [label="no"];
    "Already built but rough?" -> "Last-mile polish in Claude Code" [label="yes"];
    "Already built but rough?" -> "Stakeholder alignment needed?" [label="no"];
    "Stakeholder alignment needed?" -> "Gemini hi-fi mockup → then Claude Code" [label="yes"];

    "Use Gemini/Wireframes" [shape=box];
    "Skip wireframes → Claude Code prototype" [shape=box];
    "Claude Code implementation" [shape=box];
    "Last-mile polish in Claude Code" [shape=box];
    "Gemini hi-fi mockup → then Claude Code" [shape=box];
}

Tool Stack

ToolPurposeWhen
Claude CodeImplementation, last-mile polish, AI feature prototypes, codebase editsAnything that needs to exist in code
Gemini/Image GenDesign exploration, mockups, wireframes (lo-fi and hi-fi)Non-linear visual exploration, direction divergence, communicating intent before coding

Handoff Rule: Gemini owns work until direction is chosen and layout is agreed. Claude Code takes over when it's time to build, prototype AI behavior, or polish live implementation.

Core Principles

1. Stop Gatekeeping Shipping

Engineers can spin up scrappy versions with AI tools. Steer quality and direction — don't approve before anything ships.

2. Explain Why, Not Just What

  • ❌ "Move this button here."
  • ✅ "We need a button here because research shows users don't realize they can prompt this."

3. Prototype AI Features in Code

Non-deterministic AI behavior cannot be accurately mocked in static designs. Build real prototypes to see actual states, edge cases, and failure modes.

4. Last-Mile Polish Is a Design Task

When engineers ship first versions, go directly into the codebase to polish spacing, color, micro-interactions. This is a core design responsibility.

5. Point Engineers to the Design System

Claude Code won't always pick up design system components automatically. Include coded components, tokens, and documentation in your prompts.

6. Build Trust Through Speed

  • Ship early with "Research Preview" label if value outweighs roughness
  • Publicly commit to iterating and make commitment visible
  • Respond to user feedback fast
  • Trust erodes when you ship rough then go silent — not from shipping rough itself

7. Shorten Vision Cycles

  • Retire 2–5 year vision decks — technology changes too fast
  • Replace with 3–6 month working prototypes
  • Run quarterly direction sessions

Time Allocation Shift

ActivityOldNew
Mocking/prototyping60–70%30–40%
Jamming with engineers20–30%30–40%
Direct code implementation~10%Remaining

Designer Archetypes (Hiring)

ArchetypeDescriptionBest For
Execution PartnerComfortable in Claude Code, works with engineers, does last-mile polish directlyHigh-velocity shipping
Direction SetterSystems thinker, builds 3–6 month prototyped visions, aligns teamsComplex products with parallel contributors
Craft SpecialistDeep visual/interaction taste, high-quality output on flagship surfacesBrand-defining features

Feature Maturity Tiers

TierDescriptionRequirements
Research PreviewEarly, known flaws, ships with promise to iteratePublic acknowledgment + visible fix cadence
Polished ReleaseFull design coverage, production-readyComplete design coverage

Common Mistakes

MistakeFix
Using Gemini for AI feature prototypesSkip wireframes → Claude Code prototype with real model
Creating 2–5 year vision decksBuild 3–6 month working prototypes instead
Approving before engineers shipSteer quality and direction instead of gatekeeping
Leaving polish to engineersDo last-mile polish in Claude Code yourself
Generic "move this here" feedbackAlways explain the principle behind the change

Tone

Direct, experienced, practical. No jargon for jargon's sake. Give concrete examples. Default to recommending action over discussion. Acknowledge the process is still evolving — "this might look different in 3 months" is okay.