CREATE SOMETHING: Systematic Evaluation of AI-Native Development

Micah Johnson

╔═══════════════════════════════════════╗ ║ EXPERIMENT #1: ZOOM AUTOMATION ║ ║ ──────────────────────────────────── ║ ║ NO-CODE → CUSTOM CODE MIGRATION ║ ║ Solving Virtual Scrolling Challenge ║ ║ ║ ║ AIRTOP ❌ → SELENIUM ✓ ║ ║ CHALLENGE: Virtual scroll detection ║ ║ SOLUTION: AI-assisted Selenium ║ ║ ║ ║ READING: 10min | LEVEL: Intermediate ║ ║ STACK: Claude Code + Cloudflare ║ ║ AUTHORS: H. Tofeeq + M. Johnson ║ ╚═══════════════════════════════════════╝

Building Zoom Transcript Automation with Claude Code + Cloudflare

How we pivoted from Airtop browser automation to a custom Selenium + Flask API to extract complete Zoom transcripts, overcoming virtual scrolling challenges. Built with Claude Code assistance and deployed on Cloudflare.

November 21, 2025

10 min read

intermediate

Tracked Experiment

Real-time logging • Full methodology

Hours

Errors

Fixes

78%

Savings

Data sources: Claude Code Analytics API, Cloudflare billing, real-time hooks

Reproducibility: Starting prompt, tracking logs, and architecture decisions documented

Learn about our methodology

╔═══════════════════════════════════════╗
║  EXPERIMENT #2: COOKIE SYNC UX        ║
║  ────────────────────────────────────  ║
║  🔖 Bookmarklet + 🧩 Chrome Extension  ║
║  User Friction: 60s → 5s → 0s         ║
║                                       ║
║  DEV TIME: 2hrs | TIME SAVED: 67%    ║
║  CLOUDFLARE: $0/mo | ROI: 20,000%    ║
║  STACK: JS + Chrome API + Workers    ║
╚═══════════════════════════════════════╝

Browser Automation • Nov 20, 2025 • 12 min

Zoom Cookie Sync - Client Distribution UX

Building bookmarklet + Chrome extension to sync Zoom cookies: reducing user friction from 60 seconds to 0.

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