Device farms: cheap phones, fake users, real fraud
What device farms are, how the fake-account supply chain sells verified signups for cents, and which signals still separate rack phones from people.
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检测工程笔记
我们在构建 LLM 驱动的机器人检测过程中的收获 — 攻击模式、检测技术与部署实践。
Inside anti-detect browsers: how fingerprint spoofing works and how to catch it
How Multilogin, AdsPower and GoLogin fake browser fingerprints, where the fakes crack, and why detection must move from devices to behavior.
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How headless browsers leak: catching Puppeteer and Playwright in 2026
navigator.webdriver is the easy part. Real headless detection in 2026 means CDP residue, API behavior diffs, rendering fingerprints, and session-level analysis.
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The real cost of bot traffic on your SaaS bill
A practical framework for calculating what automated traffic actually costs a SaaS business — across infrastructure, fraud, conversion, and data quality.
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Detecting LLM-powered scrapers and fake signups without CAPTCHA
Why puzzle-based bot checks no longer stop modern automation, and how LLM behavioral analysis detects scrapers and fake signups with zero friction for real users.
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