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nhunsaker/README.md

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I'm a software engineer and founder who works at the seam where design meets engineering — design systems, front-end craft, and, for the last couple of years, applied AI and agentic systems in production.

A few things I've built:

  • fidelity-ladder-system: An agentic loop that iterates on design fidelity rather than code diffs: spec → wireframe → clickable demo → MVP → flagged pull request, with autonomy dialed per rung and a person on every step that cannot be taken back. MIT licensed, pip install fidelity-ladder.
  • github-triage-agent-tutorial: Build an AI triage agent on stock GitHub. It labels and routes new issues, investigates the uncertain ones, and learns from your corrections. The companion to my Applied AI 2026 talk, "Automate the Queue."
  • screenshot-to-tokens: A design system from a screenshot. SAM 3.1 segments a running app, Muse Spark names a tiered token set, and a verified rewrite turns it into CSS variables with a live Sorb preview. Built for the Meta Global AI Developer Hackathon 2026. Apache-2.0 licensed.

I'm consulting and taking contract work through N8+US, and I'm open to the right full-time fit.

📫 hello@metatoy.com · LinkedIn · metatoy.com · portfolio

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  1. bootstrap-styled bootstrap-styled Public

    Rewrite of bootstrap-styled/v4 to support bootstrap v5

    TypeScript

  2. metatoy/woords-lab-app metatoy/woords-lab-app Public

    Open-source SwiftUI showcase of the visual effects built for Woords — 14 riso/print, motion, 3D, and atmosphere effects, each with a live stage and controls.

    Swift

  3. metatoy/sorb-tap metatoy/sorb-tap Public

    An MCP server for design tokens — point AI agents at a DTCG file, a Sorb project, or a running Sorb bridge. Read-only by design.

    JavaScript

  4. fidelity-ladder-system fidelity-ladder-system Public

    An agentic loop that iterates on design fidelity — spec → wireframe → demo → MVP → flagged code — with per-rung earned autonomy, governed by one ANCHOR file.

    Python