AI-assisted attacks are noisy, not smart: same recon command 400 times, says researcher

matthew_d_green · x · 2026-11-09

Reverse engineer PandaRE shares field observations: AI-assisted attacks aren't novel — just noisy. A human runs a recon command once; an agent will retry the same command 400 times and leaves telltale patterns like echo markers wrapping commands for output parsing.

Good news for defenders: the basics still work — volume and behavior give agents away. AI isn't making attackers smarter, just louder and slightly faster.

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