The Missing Layer in Agentic AI — Giedrius Šteimantas, Oxylabs
Giedrius Šteimantas from Oxylabs explains how AI agents often waste money and tokens reading blocked webpages without noticing—a 200 status code doesn't mean the page contains actual content.
His example is a shopping agent that ran slowly and cost far too much. By dividing the work into three parts—searching via API instead of a web browser, the decision stage with a scraper that fails clearly when blocked, and only checkout via automated browser—costs drop dramatically. The rule from ten years of web scraping is simple: use a browser only when necessary, and validate before sending data to the model.
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