AHD | Artificial Human Design

The generative default is slop. You already know this. The output defaults to an uncanny frictionless average: homogeneous layouts, predictable patterns and an absence of structural rigor.

AHD does not attempt to lecture you on design theory. It is a strict opinionated evaluation framework. It enforces hard constraints on machine-generated interfaces by replacing probabilistic generation with rigorous linting against aesthetic and functional rules. It gives you the tools to test, score and reject.

bash
ahd eval-live swiss-editorial --brief briefs/landing.yml --models <specs> --n 10

What ships

  • brief compiler
  • 28-rule linter
  • eval harness
  • vision-critic scaffold
  • MCP server
  • editor plugins
  • eight tokens

What is gated

  • live frontier-model calls (needs API keys)
  • live vision critique (needs multimodal key + screenshot pipeline)
  • standalone npm packages for the editor plugins
  • additional tokens