Scaling Playwright Sharded Test Runs Across Kubernetes with Allure Reporting
How to shard Playwright test suites across Kubernetes pods, aggregate results into a single Allure report, and keep the loop fast for engineers.
How to shard Playwright test suites across Kubernetes pods, aggregate results into a single Allure report, and keep the loop fast for engineers.
Large Language Models (LLMs) excel at processing text, but they lack real-time web access. By integrating browsers, developers can empower LLMs to fetch live data, automate tasks, and interact dynamically with websites. This zero-to-hero tutorial covers core methods—browser APIs, web scraping, automation, and agent pipelines—with practical Python/JS examples using tools like LangChain, Playwright, Selenium, and more. Why Browsers + LLMs? Key Use Cases Browsers bridge LLMs’ knowledge gaps by enabling: ...