Hand-written scrapers break every time a vendor changes its UI. So I'm building an AI browser agent that learns a new web app, writes its own Playwright scripts, runs them in parallel, and repairs them itself when a selector breaks. Read-only by design, API-first, human review for critical changes. Claude on Bedrock + Playwright MCP + AWS.