#ai
10 posts
What Resolution Does an AI Design Agent Actually See?
A walkthrough of how Claude, GPT-5.6, and Gemini resize and tile screenshots — and how to compute the smallest UI element a design agent can actually perceive.
When to Fine-Tune a Design Agent — A Routing Rule for Hosted, Tunable, and Open-Weight Models
A decision framework for choosing between hosted prompting, managed fine-tuning, and open-weight deployment when teaching an AI agent to work inside a specific design system.
Taste Is a Training Signal, Not a Vibe
How Midjourney, FLUX, and Ideogram turned human preference into design-agent feedback loops — and why Design Arena's $7.9M raise proves taste is infrastructure.
Claude's Nine MCP Connectors: What They Mean for Design Agents
On April 28, 2026 Anthropic plugged Claude into Photoshop, Blender, and Ableton via nine MCP connectors. For design agents, the connector pattern is the perception layer — here's the tool-readiness rule to check.
What an AI Design Agent Can Perceive in Rive's State-Machine Animation
Rive's .riv format stores motion as named, typed, queryable state machines instead of opaque keyframe curves — making animation the rare design material agents can actually reason about.
The Medium Grid — Mapping 15 AI Design Models by What Agents Can Perceive and Verify
An agent can only learn from output it can parse, and only critique what it can perceive. Fifteen AI design models mapped on two axes — perception modality and output medium — with a routing rule for picking the right model per design task.
The 94.8% That Proves Design Quality Can Be Automated
94.8% of websites fail basic accessibility standards and ADA lawsuits hit 5,114 in 2025. For AI design agents, accessibility is the one domain where quality is specified, computable, and legally enforceable — the difference between a pre-deploy lint and a runtime audit.
Claude Design Is Here — What Anthropic's Agent-Native Design Tool Says About How Agents Learn Design
Anthropic shipped Claude Design on April 17, 2026: a vision-model design tool that ingests codebases, applies design systems, and hands off to Claude Code. A news-analysis of the tools agents need and the signals agents can perceive.
The Design Tool Landscape of 2026: 20 Tools, Six Categories, and What an Agent Learns From Each
A survey of 20 design tools — from Figma and Penpot to v0.dev and Storybook — organized into six categories and analyzed for what each one teaches an AI agent about how design actually gets done in 2026.
The State of Design Tools: July 2026 — Figma CSS-Native Layout, Open Design, Stitch, and the DESIGN.md Revolution
Figma's CSS-native layout engine, Open Design's BYOK architecture, Google Stitch's streaming agent, and HeroUI Pro's DESIGN.md-native design systems — what agents can learn from the design tool landscape in July 2026.