AI Decision Models and Their Impact on AI SOC Platforms
Decision models from TypeSafe, OpenAI, and Cribl offer scored answers aimed at SOC alert triage.
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9 stories, newest first · one card per story
Stories tagged #alert-triage
Most high-severity cloud security findings are downgraded once an AI agent checks the environment
Sola Security's AI agent changed grades on 75.1% of 9,967 high-severity cloud findings, mostly downward.
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Building an evidence-grounded agentic security operations harness on Cloudflare
Cloudflare's Managed Defense harness runs specialist AI agents only after deterministic evidence collection.
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HESP: Separating What to Probe from When to Stop in Local LLM Alert-Triage Agents
HESP, an external controller, lets small local LLMs complete SOC alert triage instead of stalling without a verdict.
One SOC, 100 projects: running centralized alert triage on Elastic Security Serverless
Elastic validates centralized SOC alert triage using cross-project search across 100 linked Elastic Security Serverless projects with ~2,100 detection rules.
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When the Whole Company Adopts AI: What It Does to Your SOC
Analysis of 16.9 million SOC alerts finds AI-related alerts at 0.43%, growing 685% since February, with 94.1% noise and 0.02% real attacks.
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Recorded Future Launches AI Alert Filtering
Recorded Future launched AI Alert Filtering to automatically triage threat intelligence alerts by relevance, letting analysts prioritize faster while retaining control.
Inside Elastic's agentic SOC: How we took AI alert triage from 60% to 92% accuracy
Elastic's InfoSec team raised AI alert-triage accuracy from 60% to 92% using three self-correcting agents integrated into Slack triage.
What researchers learned about building an LLM security workflow
Oslo and FFI researchers show structured agentic workflows lift LLM alert-triage accuracy from 0% to about 93% on malicious cases.
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