Topic
Threat research published by a security vendor using its own product telemetry, including the incentive structure that surrounds it.
Melapress surveyed 319 WordPress professionals about the incidents they had handled. Its numbers say the decisions about isolating, restoring and notifying customers are mostly being made in the middle of the outage.
Reality
A Horizon3.ai whitepaper argues offensive operations have entered a machine-speed era. The one figure in it tied to a real campaign is Anthropic's estimate that AI ran 80 to 90 percent of the tactical work.
Reality
GitGuardian counted a 34 percent rise in new leaked secrets against 43 percent growth in commits, so the rate per commit slipped about six percent even as the raw total set the company's single-year record.
Reality
Palo Alto Networks surveyed the identity market it sells into. It found that almost every organization has deployed AI agents and that most cannot switch one off. Now it is selling the maturity model to close the gap.
Reality
All ten injected runs in Forcepoint's test produced the manipulated summary. The remedy it recommends puts a human back on the original email, which is most of the work the assistant was bought to remove.
Reality
VulnCheck rooted a Deep Orange LTE router sold by a US supplier and found a WAN-facing backdoor listening on UDP 9992, plus a hard-coded checksum key that names the Chinese OEM behind the firmware.
Reality
Perturbation probing needs the weights, which puts the finding on teams running open-source checkpoints rather than on API tenants. The same 50-neuron toolkit that breaks a refusal template also repairs other behavior.
Reality