The first step is never to let a tactic be an exception. I map every signature, whether it’s a classic spear‑phishing pattern or a modern zero‑day exploit, and I store that in the same rule set. Then I run a cross‑validation test against the historical database of war tactics—think of it as a replay of old siege strategies. If the new threat mimics a past attack, the audit flag it and forces a manual review before any response is automated. In short, treat every “trickery” as a data point, keep the logs immutable, and never allow an old strategy to slip past because it feels familiar.

Logs are the spine of any audit. I keep them immutable, cross‑referenced, and I never assume a new threat is safe just because it’s unfamiliar. Trust your instincts, but let the data guide the decisions—complacency is the silent glitch that opens a door to an unseen attack. Stay sharp.

Logs keep the truth clear, no matter how clever the trick. I’ll keep the audit running, stay methodical, and never let a quiet glitch go unnoticed. Stay sharp.