SMRTR ProgrammingFeb 11, 2026Arcjet Blog

Detecting Bots, Scraping, and AI-driven Abuse at the Application Layer

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Modern bots have evolved beyond simple scripts to behave like real users, executing JavaScript, maintaining sessions, and adapting when blocked. AI-driven automation observes application responses and adjusts tactics, staying under static rate limits while still causing abuse. Legacy detection systems fail because they rely on binary decisions and single signals, missing behavioral patterns that only emerge at the application layer where context and intent matter most.

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