aiqbench analysis
The article addresses the critical shift toward stateful runtime security required to counter AI-driven and agentic cyber threats, specifically focusing on how contextual detection reduces alert noise in cloud-native environments. While it discusses defensive infrastructure, the core subject matter is the adaptation of security mechanisms to the evolving capabilities of artificial intelligence and autonomous attack agents.
Defending the battlefield: Stateful detections for an agentic threat landscape

Defenses built for human speed won’t hold against AI-driven threats. That’s why stateful detections are becoming an essential tool for runtime security.
A quick response is essential to defend cloud-native environments. We have been commenting for a while on how cloud security is reaching the limits of human scale. There was a stark change in early 2026 — attacks like React2Shell are happening only hours after the vulnerability was made public, and this wasn’t an isolated case. The Sysdig Threat Research Team (TRT) clocked the same pattern for several other vulnerabilities as well…
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