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The Hidden Fragility of Autonomous AI Systems
AI oversight collapsed in steps as systems became "good enough." We got speed but lost resilience. Errors now accumulate silently and surface after dependencies compound. Adding more AI to the SOC accelerates this problem. The fix is architectural: a continuously updated model of your environment that knows what's true now.
Or Shoshani
Feb 6, 2026
5
min
AI
Metadata Injection: The Hidden TTP Attackers Might Use to Fool Your AI Triage & Investigation
Stream’s red-team tests have uncovered a way to manipulate the AI triage process by injecting misleading information into cloud metadata.
Asaf Haski
Nov 24, 2025
6
min
AI
Faster & Better: Using Data to Make Your AI SOC Shine
AI tools are only as effective as the data they learn from. For the first time, the industry has tools to make this data accessible and meaningful. Let's look at how the industry sees AI SOC agents and how to maximize the use of their data sources.
Maor Idan
Nov 3, 2025
2
min
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The Hidden Fragility of Autonomous AI Systems
Or Shoshani
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The Cloud Twin Case Study: Stateful Context as the Next Layer of SOC Intelligence
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Stream Security Wins “Trailblazing Cloud Detection & Response” Award at the 2025 Top InfoSec Innovator Awards
Stream Team
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Grit Event Dinner - Feb 27
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