PixelPilot uiux-edge.instructions.md

A guide to running web code at edge locations, which are servers placed near users. It covers Vercel Edge Functions, Cloudflare Workers, middleware, personalization, A/B testing, and geolocation.

In plain words
What is it for?
Use it to design edge middleware for personalization, A/B test variants, geolocation-based content, and early bot blocking.
Why use it?
Processing requests closer to users can reduce delay and support location-aware or split-test behavior before a request reaches the main server.

Instructions file for GitHub Copilot

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

agentmods
npx agentmods add instructions/dev-lou/pixelpilot/uiux-edge
Clone the repo
git clone --depth 1 https://github.com/dev-lou/PixelPilot

Made for: GitHub Copilot.

Per session 684 This file is loaded in full into every session.
When invoked 684 The same file — it is already loaded in full.
Security scan A 2 findings. Scan, not verified.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5 $0.00684 $0.00684
Opus 5 $0.00342 $0.00342
Sonnet 5 $0.00137 $0.00137
Haiku 4.5 $0.00068 $0.00068

Measured yesterday against content hash 613b920f0a0d, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

PixelPilot uiux-edge.instructions.md scanned grade A with 2 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured yesterday.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

async fetch(request) {

Runs shell commandslowCapability

Expected in a hook, worth knowing in a rule or an instructions file.

- **No Node.js APIs**: Edge runtimes use a limited subset of JavaScript (no `fs`, `child_process`, etc.).
vscode/.github/instructions/uiux-edge.instructions.md · 91 lines

How it starts

The opening of the file, as written. The whole thing — 91 lines — stays where its author put it; the contents beside it link to each section on GitHub.

UI/UX Edge Computing 2026

Vercel Edge Functions, Cloudflare Workers, middleware for personalization, A/B testing, and geolocation.


1. WHEN TO USE EDGE

Edge computing runs your code closer to the user, reducing latency and enabling dynamic content without a full server hit.

  • Low Latency: Speed up requests by processing them at the nearest edge node.
  • Personalization: Customize content (language, currency) based on the user's location.
  • A/B Testing: Split traffic between different layouts or features without client-side flickering.
  • Bot Detection: Block malicious requests before they hit your origin server.

2. A/B TESTING MIDDLEWARE (Vercel Edge)

// middleware.js (Vercel Edge Function)
import { NextResponse } from 'next/server';

export function middleware(req) {
  const cookie = req.cookies.get('ab-test-variant');
  const variant = cookie ? cookie.value : Math.random() < 0.5 ? 'A' : 'B';

  const res = NextResponse.next();

  // Set cookie for persistence
  if (!cookie) {
    res.cookies.set('ab-test-variant', variant, { path: '/' });
  }

  // Rewrite URL based on variant
  if (variant === 'B') {
    return NextResponse.rewrite(new URL('/new-layout', req.url));
  }

  return res;
}

3. GEOLOCATION PERSONALIZATION (Cloudflare Workers)

// Cloudflare Worker Example
export default {
  async fetch(request) {
    const { country, city } = request.cf;
    
    // Customize response based on geolocation
    const response = await fetch(request);
    const body = await response.text();
    
    const personalizedBody = body.replace(
      '{{WELCOME_MESSAGE}}',
      `Welcome to our store in ${city}, ${country}!`
    );

    return new Response(personalizedBody, response);
  }
};

4. EDGE LIMITATIONS (Free Tier)

  • No Node.js APIs: Edge runtimes use a limited subset of JavaScript (no fs, child_process, etc.).
  • Execution Time: Vercel free tier limits edge functions to 50ms of CPU time.
  • Cold Starts: Edge functions have near-zero cold starts, but complex logic can add latency.
  • Memory: Limited memory compared to traditional serverless functions.

Read the full file on GitHub · 91 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. yesterday First seen · 91 lines · 684 tokens per session scan A 613b920f0a0d

Subscribe to this mod's changes

PixelPilot uiux-edge.instructions.md is an instructions file published in the GitHub repository dev-lou/PixelPilot (2 stars, last pushed 4mo ago), licensed MIT. It adds 684 tokens to every session, about $0.0034 per session on Opus 5. A static security scan graded it A with 2 findings (makes network calls, runs shell commands). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.