Threat modelling stories
The move could reshape enterprise AI security as vendors and regulators demand stronger controls around access, logging and containment.
Cloud audits produced the highest critical finding rate, while every AI system tested showed vulnerabilities and web logic flaws rose sharply.
New EU cyber rules are pushing software vendors to prove security is built into products, not bolted on after release.
Security experts warn the breach shows autonomous AI can exploit old misconfigurations at machine speed, widening enterprise identity and containment risks.
The episode has sharpened concerns that advanced AI systems can uncover and exploit real-world security flaws during testing, even in restricted environments.
Developers can now use Google Cloud's examples to build and govern Gemini-powered agents for approvals, compliance and data workflows.
Enterprise security teams can now move from fragmented asset views to explainable risk scoring, as the platform reaches general availability.
Security teams are being warned to keep humans and strict controls in place as AI agents can miss context and leak sensitive code.
Security teams can now trace how one SAP flaw could spread across finance, payroll and supply chains, with access tightly restricted.
Security checks will now cover more Arm processors, as the chip designer broadens use of Arteris' Radix tool to spot flaws earlier.
Working output from the latest AI coding tools was secure barely a third of the time, exposing a widening risk for software teams.
Weak default safeguards and uneven sandboxing could leave developers exposed to command execution before workspace trust is granted.
Encrypted data could be exposed years before practical quantum computers arrive, putting identity, telecoms and payments under pressure.
The AWS badge could help XBOW win more enterprise deals as buyers seek continuous testing that shows which vulnerabilities are exploitable.
Security chiefs face a widening breach risk as most firms plan to use AI agents, yet barely a third feel ready to secure them properly.
AI tools are speeding routine checks, but hidden business logic flaws and context-specific risks still need human testers to spot them.
Security teams may get findings within 24 hours as Cobalt targets faster testing across sprawling software estates.
Banks face a shrinking window to harden legacy systems as cheap AI tools make vulnerability hunting and repeat attacks far easier for criminals.
Industrial operators can now test cyber exposures without touching live systems, helping prioritise fixes that could prevent costly downtime.
Security teams may be able to cut false alarms as Picus says its new platform proves whether a vulnerability can actually be exploited.