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Code example: from prompt to production
What real AI-assisted coding looks like for a working dev, not the demo videos:
Prompt to Cursor Composer:
"Add a rate limiter to the /api/upload endpoint. 10 requests per minute per IP. Return 429 with Retry-After header. Add tests."
What Cursor does:
- Reads
/api/uploadroute handler - Detects existing middleware pattern in
lib/middleware/ - Creates new
rateLimiter.tsmatching the codebase convention - Updates
/api/uploadto wrap with new middleware - Writes test file with 5 cases (under limit, at limit, over limit, header check, IP isolation)
- Lists files changed
What the human does:
- Reviews each diff
- Adjusts the IP detection logic for the proxy setup
- Adds 2 edge-case tests Cursor missed
- Runs tests, ships
Time: 15 minutes. Without AI: 60-90 minutes for the same quality.
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