A useful but little-known Gemini API feature 🖥️ An AI that sees the screen and clicks where it needs to. Browser automation just changed. Gemini's "Computer Use" is an agent capability that sees screenshots and performs mouse/keyboard actions. It opens up new possibilities for UI testing and web task automation. 📌 Title: Computer Use 🔗 URL: 🧩 Overview Traditional UI automation depends on DOM structure and selectors, breaking easily when the UI changes. Computer Use "sees" screenshots, understands the interface visually, and can direct click, type, and scroll actions. It operates the same way a human would: by looking at the screen. 🛠 How to use it Pass a screenshot to Gemini and describe the task in natural language. Gemini determines where to click or type on the screen and returns the action. You execute that action through a browser automation tool like Playwright, forming a see-think-act loop. 🏗 Building it into production ・E2E test automation: describe complex flows like "log in, add a product to the cart, proceed to checkout" in natural language. Tests that survive UI redesigns. ・RPA-style business automation: automate form filling and data entry in internal systems by visual operation. Works even on legacy systems without APIs. ・Web operation agents: complete tasks like "find the cheapest option on this comparison site" through screen interaction. ・Accessibility testing: visually interpret screens to detect usability issues in automated test suites. 💡 Use cases 🧪 Vision-based E2E test automation 🤖 RPA-style automation for API-less systems 🌐 Web browsing and information gathering agents ♿ Automated accessibility verification ⚠️ Watch out Since it's based on visual interpretation, action accuracy isn't 100%. Critical operations (payments, deletions) should include a human confirmation step. Latency is also higher than programmatic approaches, making rapid sequential operations impractical. On the security side, manage access permissions to target systems carefully. ✨ "No API, so can't automate with LLM" is a thing of the past. Try screen-seeing agents on a simple task first and see what's possible. #Gemini# #LLM#