PostAgents, security & trust

AI finding more vulnerabilities is not automatically a security win.

Security improves when detection is connected to execution capacity, not when the findings pile grows faster than the remediation queue.

Lukman Nuriakhmetov

1 min read · June 9, 2026

I like AI-assisted security research, but the enterprise constraint is rarely "we have no findings." It is "we have too many findings, unclear priority, limited patch windows, and systems that cannot move safely."

Codex discovering an HTTP/2 issue and vulnerability discovery expanding into critical infrastructure are meaningful signals. But if SOCs already struggle to process known issues, a 10x jump in discovery turns visibility into overload.

Security improves when detection is connected to execution capacity — not when the findings pile grows faster than the remediation queue.

The strongest security teams won't be the ones with the most findings. They'll be the ones with the best remediation throughput.

Tags: ai-security · security-engineering · engineering-leadership · remediation

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