<?xml version="1.0" encoding="UTF-8"?><rss version="2.0"><channel><title>Mastering Bots Academy</title><description>Research, analysis, and operational notes on bot defense, browser integrity, and enforcement.</description><link>https://botdefenseacademy.com/</link><language>en-us</language><item><title>Fingerprint entropy after the anti-detect wave</title><link>https://botdefenseacademy.com/blog/fingerprint-entropy-after-anti-detect/</link><guid isPermaLink="true">https://botdefenseacademy.com/blog/fingerprint-entropy-after-anti-detect/</guid><description>Why high-cardinality signals still matter, where they collapse, and how defenders should think about coherence rather than novelty.</description><pubDate>Wed, 18 Mar 2026 00:00:00 GMT</pubDate><category>fingerprinting</category><category>evasion</category><category>research</category></item><item><title>Challenge systems fail when telemetry is thin</title><link>https://botdefenseacademy.com/blog/challenge-systems-fail-when-telemetry-is-thin/</link><guid isPermaLink="true">https://botdefenseacademy.com/blog/challenge-systems-fail-when-telemetry-is-thin/</guid><description>A JavaScript challenge by itself is rarely enough; the value comes from joining challenge outcomes to network, session, and behavioral context.</description><pubDate>Mon, 09 Mar 2026 00:00:00 GMT</pubDate><category>challenges</category><category>headless</category><category>telemetry</category></item><item><title>Production bot defense needs false-positive accounting</title><link>https://botdefenseacademy.com/blog/production-bot-defense-needs-false-positive-accounting/</link><guid isPermaLink="true">https://botdefenseacademy.com/blog/production-bot-defense-needs-false-positive-accounting/</guid><description>Detection quality is not just about catching abuse; it is about knowing exactly what you are charging to real users, support teams, and revenue.</description><pubDate>Fri, 27 Feb 2026 00:00:00 GMT</pubDate><category>production</category><category>false-positives</category><category>tuning</category></item></channel></rss>