Why AI cyber capabilities surged since 2022 but cyber damages didn't: Joshua Saxe analysis

joshua_saxe · x · 2026-10-28

Security researcher Joshua Saxe published a long-form analysis with open data sources and statistical models probing a core puzzle: AI cyber capabilities (social engineering, vuln discovery, exploit writing, agentic hacking) grew rapidly from 2022-2026, yet total cyber damages didn't. Key findings: damages grew 3x over the past decade due to industrialized scams, fraud and ransomware; growth happened before ChatGPT/Llama 3 and actually tapered in the AI era; events like PHP2Shell were largely found and patched by AI-assisted defenders. He argues the non-response of damages to rising AI capability is the conceptual crux any AI security policy proposal must explain. Research assisted by Claude Opus 5.5, framed as a sketch toward a peer-review-quality paper.

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