Web scraping AI agents get described as software that reads the web like a person. That is partly true. These programs combine language models, natural language processing and machine learning to find, interpret and organise information from websites, often adapting when layouts shift. The less discussed part is that an agent is only as useful as the data it receives. Reasoning on top of messy or misread input still produces messy results. What changed from older scrapers Cla