Cloudflare 推出据称在实时流量上持续重新训练的机器人引擎

Cloudflare 表示,Adaptive Intelligence 会在实时流量上持续对支撑 Bot Score 的模型进行再训练。两项计划组件的定价、性能数据和发布日期仍未披露。

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Primary source: The Cloudflare Blog

为何重要

Cloudflare 表示,它每天分析超过一万亿次请求以应对自动化滥用,Bot Score 背后的机器学习模型现在在实时流量上持续重新训练。买家仍然缺乏基准来表明该闭环是否在不增加误报的情况下改善检测效果,而在 Cloudflare 的“攻击经济学”主张中处于核心地位的可一次性规则尚未推出。

Cloudflare starts continuously retraining bot defenses, with disposable rules still ahead — The launch revives Project Honey Pot's founding thesis, but the short-lived rules meant to raise attackers' costs have yet to ship.

Cloudflare, founded by Matthew Prince, Michelle Zatlyn and Lee Holloway, launched Adaptive Intelligence on August 31st, 2026. Cloudflare says its first component gives Bot Score a machine-learning model that retrains continuously on live traffic instead of waiting for fixed model releases.…

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