AAgentic Design School
Articles

Practical guides for designing with agents.

Each article is written as a standalone lesson with examples, visuals, prompts, project structures, and review workflows that designers can adapt to real work.

Latest guides

Start with briefing, prompting, visual QA, harnesses, multi-agent workflows, token systems, and the new long-form guides on critique, implementation, prototyping, audits, and research packets.

Showing 27 of 27 articles.

Last reviewed 2026-06-01
Brief an Agent Like a Design Partner

A practical workflow for turning a loose design request into a reviewable agent brief — with a traced run on this site's own field-notes page, real plan-mode guidance for Claude Code, Codex CLI, OpenCode, and Gemini CLI, and the templates to reuse the same day.

Last reviewed 2026-06-01
Vague Prompt vs Specific Design Prompt

A prompt teardown with the receipts: the same pricing-page request run twice — once vague, once specific — with the generated code, audit output, iteration counts, the residual failure neither prompt fixed, and the rewrite patterns that made the difference.

Last reviewed 2026-06-01
Visual QA With Agents

A long-form workflow for using agents to inspect screenshots, compare implementation against intent, run accessibility checks, and produce fix-ready review notes — traced against a real review of this site's own article page.

Last reviewed 2026-06-01
Build a Design Harness Before You Prompt

A practical tutorial for turning design-system rules, project instructions, skills, examples, and QA checks into a reusable harness that keeps agent-generated UI from drifting into generic output — including a file-by-file walkthrough of the harness behind this site.

Last reviewed 2026-06-01
When to Use Multiple Design Agents

A practical decision guide for splitting design work across agents — with a small, real orchestration trace, the briefs and merge log it produced, sourced cost numbers, and clear examples of when a single agent is the better choice.

Last reviewed 2026-06-01
Design Tokens Are Agent Instructions

A practical guide to turning color, type, spacing, radius, and component decisions into token files that agents can read, use, and verify.

Last reviewed 2026-06-01
Design Critique Loops With Agents

A practical workflow for turning agent critique from vague opinion into structured findings, evidence, severity, revision passes, and human design decisions.

Last reviewed 2026-06-01
Screenshot to Implementation Without Losing the Design

A deep workflow for using screenshots as implementation evidence while preserving hierarchy, spacing, states, accessibility, and design-system intent.

Last reviewed 2026-06-01
Prototype First, Production Later

A designer-friendly operating model for using agents to explore quickly without accidentally shipping rough prototypes as fragile production code.

Last reviewed 2026-06-01
Design System Audits With Agents

A deep workflow for finding design-system drift across tokens, components, screenshots, copy, interaction states, and product meaning.

Last reviewed 2026-06-01
Research Packets for Agentic Design

A practical editorial system for turning tool changes, reader questions, screenshots, examples, and experiments into durable agentic-design curriculum.

Last reviewed 2026-06-01
Teach Your Agent to Design: The Instruction Hierarchy

How CLAUDE.md, AGENTS.md, path-scoped rules, skills, and auto memory fit together into one instruction hierarchy, with current cross-tool behavior, a four-configuration trace of the same prompt, and copyable starting files.

Last reviewed 2026-06-01
Design Skills: Packaging Taste and Procedure into SKILL.md

When a design procedure deserves to become a SKILL.md, what goes inside one, and how to build, trigger, trust, and share it — with a real skill built for this site's own editorial pipeline, including the part that went wrong.

Last reviewed 2026-06-01
Design-as-Code: Tokens, .pen, .op and the Diffable Design File

What changes when design decisions live as token JSON and design surfaces live as text files: a worked token-to-CSS case study with a real one-line diff, an honest look at the .pen and .op formats, and a same-day workflow for making design changes reviewable.

Last reviewed 2026-06-01
Choosing Your Agent Platform: Claude Code, Codex CLI, OpenCode, and Gemini CLI for Design Work

An honest comparison of the four mainstream CLI agents for design-to-code work — config support, skills, MCP, sandboxing, pricing, and churn risk — plus a decision framework, a traced case study, and the portability argument that makes the choice smaller and more reversible than vendors want it to be. Every volatile fact is date-stamped: last verified June 2026.

Last reviewed 2026-06-01
Connected Canvases: Designing with Paper and Pencil from the Terminal

A practical guide to design canvases an agent can read and write directly — Paper's HTML/CSS canvas and Pencil's repo-resident vector files — including MCP setup for Claude Code and Codex CLI, a worked landing-section round trip from canvas to JSX and back, and an honest look at where Figma still wins.

Last reviewed 2026-06-01
MCP for Designers: Connecting Figma, Miro and Your Canvas to an Agent

A plain-language guide to the Model Context Protocol for designers: what it actually is, which design servers are worth connecting today, how to configure them on Claude Code, Codex CLI, OpenCode and Gemini CLI, how to chain a design server with a browser server into a real implementation review, and the permission hygiene that keeps third-party servers from becoming a liability.

Last reviewed 2026-06-01
Open-Source Agentic Design: Open Design, OpenPencil and Huashu

A sober map of the open-source design tooling that assembled itself around agent CLIs in 2026 — what Huashu Design, Open Design, and OpenPencil actually contain, how they relate to each other and to Claude Design, a worked comparison of two of them on the same brief, and an evidence-based checklist for adopting community design tooling without getting burned by hype, churn, or unreviewed code.

Last reviewed 2026-06-01
Design Systems That Maintain Themselves (Almost): Agents and Token Sync

Design systems decay between redesigns, not during them. This article traces a real accent-token change across CSS variables, components, and prose documentation, shows the review gate that caught a deliberately introduced error, and lays out the standing maintenance loop an agent can run — plus the deprecation, breaking-change, and taste decisions that stay human.

Last reviewed 2026-06-01
From Canvas to Production: The Design-to-Code Pipeline, Honestly

What actually stands between a designed section and a shipped page in mid-2026: the export step that mostly works, the gates that make it shippable, and an executed case study that records what each gate caught — including the defects no automated check noticed.

Last reviewed 2026-06-01
Motion for Product Designers: Remotion and Hyperframes with Agents

Programmatic video has become an agent output: a 30-second feature clip can be authored as code, reviewed like any other artifact, and rendered to MP4 from the terminal. This article compares Remotion and Hyperframes honestly — authoring model, render paths, agent integration, and licensing — and traces a real product feature clip from prompt to MP4, including the gate that caught the failures.

Last reviewed 2026-06-01
Orchestrating a Design Team of Agents: Patterns, Costs and Merge Pain

How to actually run a team of design agents once you have decided to split the work — decomposition patterns, what agent teams, subagents, worktrees, and concurrent canvases support today, a five-surface orchestration run executed for this article, and the complexity tax with the run's own numbers.

Last reviewed 2026-06-01
Four Agentic Design Workflows in Production: What Actually Happened

Four real agentic design workflows traced from their own repositories — an editorial site, a multi-agent book pipeline, a book-to-video pipeline, and the design system underneath the site — with the timelines git can prove, the configs that did the steering, the failures the gates caught, and the patterns that repeat across all four.

Last reviewed 2026-06-01
Where Agentic Design Is Heading

A field note and an opinion: our read on the next year of agentic design — design and code converging into one reviewed loop, design systems turning into machine-readable contracts, real-time human-plus-agent work still mostly a promise, and platform churn as the argument for portable harnesses.

Last reviewed 2026-06-01
Prompt Library Teardown: 5 Design Prompts That Consistently Work

Five prompts we keep reusing for design work with agents, quoted verbatim from the deep articles where they were first published and traced: what each one does, the line that does the work, and where it fails. Not a benchmark — a teardown of the prompts that earned a permanent place in our library.

Last reviewed 2026-06-01
Claude Code for Designers: Zero to First Prototype in One Session

A field note for designers who have never opened Claude Code: install it, log in, write one specific brief, and walk out of the session with a real hero.html you can open in a browser. The walkthrough was executed for this article — including the things the first pass got wrong — and every command carries a verify-before-running caveat because onboarding steps move fast.

Last reviewed 2026-06-01
Pricing and Plan Selection for Design Teams

A dated snapshot of what agentic design tooling costs — Claude, ChatGPT/Codex, Google's AI plans, and the bring-your-own-key route — and a usage-pattern heuristic for choosing between them. Every figure was captured on 2026-06-01 and is the most perishable content on this site: verify on the official pricing pages before deciding anything, and expect this page to change as the tool-watch loop re-verifies it.