Design Loop — Autonomous Site Builder
Build complete multi-page websites through an autonomous loop. Each iteration reads a task, generates a page, integrates it, verifies it visually, then writes the next task to keep going.
Overview
The Design Loop uses a "baton" pattern — a file (.design/next-prompt.md) acts as a relay baton between iterations. Each cycle:
- Reads the current task from the baton
- Generates the page (via Claude or Google Stitch)
- Integrates into the site structure (navigation, links)
- Verifies visually via browser automation (if available)
- Updates site documentation
- Writes the NEXT task to the baton — keeping the loop alive
This is orchestration-agnostic. The loop can be driven by:
- Human-in-loop: User reviews each page, then says "next" or "keep going"
- Fully autonomous: Claude runs continuously until the site is complete
- CI/CD: Triggered on
.design/next-prompt.mdchanges
Generation Backends
| Backend | Setup | Quality | Speed | Best for |
|---|---|---|---|---|
| Claude (default) | Zero dependencies | Great — production-ready HTML/Tailwind | Fast | Most projects, full code control |
| Google Stitch | npm install @google/stitch-sdk + API key | Higher fidelity AI designs | ~10-20s/screen | Design-heavy projects, visual polish |
Detecting Stitch
At the start of each loop, check if Stitch is available:
- Check if
@google/stitch-sdkis installed:ls node_modules/@google/stitch-sdk 2>/dev/null - Check if
STITCH_API_KEYis set in.dev.varsor environment - Check if
.design/metadata.jsonexists (contains Stitch project ID)
If all three are present, use Stitch. Otherwise, fall back to Claude generation.
Stitch SDK Reference
Install: npm install @google/stitch-sdk. Set STITCH_API_KEY in environment or .dev.vars.
import { stitch } from "@google/stitch-sdk";
// Create a project
const result = await stitch.callTool("create_project", { title: "My Site" });
// Reference an existing project
const project = stitch.project("4044680601076201931");
// Generate a screen
const screen = await project.generate("A modern landing page with hero section", "DESKTOP");
// Get assets
const htmlUrl = await screen.getHtml(); // Download URL for HTML
const imageUrl = await screen.getImage(); // Download URL for screenshot
// Edit an existing screen (prefer this for refinements)
const edited = await screen.edit("Make the background dark and enlarge the CTA button");
// Generate variants
const variants = await screen.variants("Try different colour schemes", {
variantCount: 3,
creativeRange: "EXPLORE", // "REFINE" | "EXPLORE" | "REIMAGINE"
aspects: ["COLOR_SCHEME"], // "LAYOUT" | "COLOR_SCHEME" | "IMAGES" | "TEXT_FONT" | "TEXT_CONTENT"
});
Device types: "MOBILE" | "DESKTOP" | "TABLET" | "AGNOSTIC". Model selection: pass "GEMINI_3_PRO" | "GEMINI_3_FLASH" as third arg to generate().
Other operations: stitch.projects() lists projects, project.screens() lists screens, project.getScreen("id") fetches one.
getHtml() and getImage() return download URLs. Append =w1280 to image URLs for full resolution. Auth: STITCH_API_KEY required (or STITCH_ACCESS_TOKEN + GOOGLE_CLOUD_PROJECT for OAuth). Errors throw StitchError with codes: AUTH_FAILED, NOT_FOUND, RATE_LIMITED.
Stitch Project Persistence
Save Stitch identifiers to .design/metadata.json so future iterations can reference them:
{
"projectId": "4044680601076201931",
"screens": {
"index": { "screenId": "d7237c7d78f44befa4f60afb17c818c1" },
"about": { "screenId": "bf6a3fe5c75348e58cf21fc7a9ddeafb" }
}
}
Stitch integration tips:
- Persist project ID in
.design/metadata.json— don't create a new project each iteration - Use
screen.edit()for refinements rather than full regeneration - Post-process Stitch HTML — replace headers/footers with your shared elements
- Include DESIGN.md context in prompts — Stitch generates better results with explicit design system instructions
Getting Started
First Run: Bootstrap the Project
If .design/ doesn't exist yet, create the project scaffolding:
-
Ask the user for:
- Site name and purpose
- Target audience
- Desired aesthetic (minimal, bold, warm, etc.)
- List of pages they want
- Brand colours (or extract from existing site with
/design-system)
-
Create the project files:
project/
├── .design/
│ ├── SITE.md # Vision, sitemap, roadmap — the project's long-term memory
│ ├── DESIGN.md # Visual design system — the source of truth for consistency
│ └── next-prompt.md # The baton — current task with page frontmatter
└── site/
└── public/ # Production pages live here
- Write SITE.md from the template in the "SITE.md Template" section below
- Write DESIGN.md — either manually from user input, or use the
design-systemskill to extract from an existing site - Write the first baton (
.design/next-prompt.md) for the homepage
Subsequent Runs: Read the Baton
If .design/next-prompt.md already exists, parse it and continue the loop.
The Baton File
.design/next-prompt.md has YAML frontmatter + a prompt body:
---
page: about
layout: standard
---
An about page for Acme Plumbing describing the company's 20-year history in Newcastle.
**DESIGN SYSTEM:**
[Copied from .design/DESIGN.md Section 6]
**Page Structure:**
1. Header with navigation (consistent with index.html)
2. Hero with company photo and tagline
3. Story timeline showing company milestones
4. Team section with photo grid
5. CTA section: "Get a Free Quote"
6. Footer (consistent with index.html)
| Field | Required | Purpose |
|---|---|---|
page | Yes | Output filename (without .html) |
layout | No | standard, wide, sidebar — defaults to standard |
Execution Protocol
Step 1: Read the Baton
Read .design/next-prompt.md
Extract: page name, layout, prompt body
Step 2: Consult Context Files
Before generating, read:
| File | What to check |
|---|---|
.design/SITE.md | Section 4 (Sitemap) — don't recreate existing pages |
.design/DESIGN.md | Colour palette, typography, component styles |
Existing pages in site/public/ | Header/footer/nav patterns to match |
Critical: Read the most recent page's HTML to extract the exact header, navigation, and footer markup. New pages must use identical shared elements.
Step 3: Generate the Page
Option A: Claude Generation (Default)
Generate a complete HTML file using Tailwind CSS (via CDN). The page must:
- Match the design system from
.design/DESIGN.mdexactly - Reuse the same header/nav/footer from existing pages (copy verbatim)
- Be self-contained — single HTML file with Tailwind CDN, no build step
- Be responsive — mobile-first, works at all breakpoints
- Include dark mode if the design system specifies it
- Use semantic HTML — proper heading hierarchy, landmarks, alt text
- Wire real navigation — all nav links point to actual pages (existing or planned)
Write the generated file to site/public/{page}.html.
Option B: Stitch Generation (If Available)
If Stitch SDK is available:
- Build the prompt by combining the baton body with the DESIGN.md system block
- Call
project.generate(prompt, deviceType)to generate the screen - Download the HTML from
screen.getHtml()to.design/designs/{page}.html - Download the screenshot from
screen.getImage()to.design/screenshots/{page}.png - Post-process the Stitch HTML:
- Replace the header/nav/footer with your project's shared elements
- Ensure consistent Tailwind config
- Wire internal navigation links
- Save the processed file to
site/public/{page}.html - Update
.design/metadata.jsonwith the new screen ID
For iterative edits on