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Baselines and Anomaly Detection – The Future of Security Capabilities

Aamir Lakhani1 min read

In a previous lesson, I pointed out that there are three essential ways security tools detect threats. Those methods are signature-based, behavior, and anomaly detection. Most security tools use a combination of one or more of these capabilities to detect threats. The following figure represents this concept.

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Aamir Lakhani

Founder · Dr. Chaos

Aamir Lakhani is a leading senior security strategist responsible for providing IT security solutions to major enterprises and government organizations. He creates technical security strategies and leads security implementation projects for…

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Who Should Run Your Digital Life? Muse, Amazon Quick, Hermes Agent and OpenClaw Compared

Muse, Amazon Quick, Hermes Agent and OpenClaw all promise to do more than chat. That is roughly where the similarities end. A practical comparison of four very different bets (hosted convenience, governed workplace AI, a self-improving runtime, and a local-first gateway), plus a security lens on each: where the lethal trifecta lives, and how to harden the two you run yourself.

Aamir Lakhani15 min read