llama.cpp + opencode

The shift from static mockups to component-based design has fundamentally changed how creative teams work. Design systems aren’t just style guides — they’re living ecosystems of reusable components, design tokens, and shared principles that scale across products and teams.

@echo off
title llama.cpp Local AI Server
color 0A

:: Navigate to project folder
cd /d "D:\SOFTWARE\llama-b9873-bin-win-cuda-13.3-x64"

:: Run script

llama-server.exe -m models\qwen2.5-coder-14b-instruct-q4_k_m-00001-of-00002.gguf --host 0.0.0.0  --port 8080 -ngl 99

pause

From Pixels to Principles

Traditional design workflows produced beautiful but fragile deliverables. A pixel-perfect Photoshop comp couldn’t account for responsive breakpoints, dynamic content, or the thousand edge cases that emerge in production. Design systems solve this by encoding decisions — spacing scales, color tokens, interaction patterns — into reusable building blocks.

Design Tokens: The Foundation

At the heart of every design system are tokens: named values for colors, spacing, typography, shadows, and motion. Instead of hardcoding #EA580C throughout your codebase, you reference a token like –color-primary. When your brand evolves, you update the token once and the change propagates everywhere.

{
  "$schema": "https://opencode.ai/config.json",
  "permission": {
    "external_directory": "deny",
    "bash": {
      "*": "ask",
      "git status": "allow",
      "npm test": "allow"
    }
  },
  "provider": {
    "llamacpp": {
      "npm": "@ai-sdk/openai-compatible",
      "options": {
        "baseURL": "http://172.26.160.1:8080/v1"
      },
      "models": {
        "qwen2.5-coder-14b": {
          "name": "Qwen 2.5 Coder 14B Instruct"
        }
      }
    }
  },
  "model": "llamacpp/qwen2.5-coder-14b"
}

A design system is a product, not a project. It needs to be maintained, evolved, and supported over time.

Nathan Curtis

The ROI of Consistency

Teams that adopt design systems report measurable improvements: faster development cycles, fewer design-to-code inconsistencies, easier onboarding for new team members, and a more cohesive user experience. The upfront investment pays for itself within the first few projects.

Whether you’re a solo designer or part of a large organization, thinking in systems rather than screens will elevate your work and make it more resilient to the inevitable changes ahead.