
Nearly half of large firms close unverified vulnerability findings
Most large enterprises hold more than 1,000 untriaged findings, and about a quarter exceed 10,000.
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Most large enterprises hold more than 1,000 untriaged findings, and about a quarter exceed 10,000.
ModernBERT classifies 37-60% of held-out path traversal as benign within 5% budget; specialized models escalate 97.6% but may include public families in training.
On 120 MIMIC-IV cases, all 20 model-topology cells gave Black patients more acute triage; pooling perspectives cut the gap 67–94%.

ANY.RUN promotes threat-intelligence lookup and feeds to speed SOC triage and cut alert fatigue.
Researchers introduce Delphi Scanner, a 1.53 MB CNN-based static malware detector for Windows PE files using API sequences, achieving 95.35% accuracy.

Analysis of Project Glasswing findings shows only a fraction of discovered vulnerabilities have reached disclosure and even fewer are fixed.

A five-person security team at a German manufacturer protecting 10,000 endpoints cut triage time by 15 minutes per alert after adopting ANY.RUN's cloud sandbox.

ANY.RUN says manual triage bottlenecks erode MSSP margins and promotes its Threat Intelligence Lookup and sandbox to cut Tier 1 workload by up to 20%.

Survey of 158 practitioners shows AI pentesting floods teams with findings, creating 'validation debt' most teams cannot process.
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