Security | Threat Detection | Cyberattacks | DevSecOps | Compliance

AI can meaningfully power Continuous Threat Exposure Management (CTEM), but only for specific stages of the cycle: prioritization, validation, and remediation routing. AI can’t replace the underlying data integration work, and it can’t turn CTEM into a single product, because Gartner defines CTEM as a continuous five-stage program (scoping, discovery, prioritization, validation, mobilization), not a tool you install.

A critical zero-day vulnerability (CVE-2026-50656/“RoguePlanet”) in Microsoft Defender’s Malware Protection Engine (mpengine.dll) enables local users, including standard, low-privilege accounts, to escalate privileges to NT AUTHORITY\SYSTEM using a race condition and improper link resolution. Microsoft initially issued a patch (Engine v1.1.26060.3008) in July 2026.

Two weeks ago, we published the Agent Baseline alongside Docker and Keycard. In it, we describe six security outcomes, 35 controls, and an open reference architecture for running AI agents at the enterprise level. Last week, we stress-tested it: we took it to a panel at Black Hat and spent about one hour being asked hard questions about it. Play Video: Snyk x Docker x Keycard | Agent Baseline Panel @ Black Hat 2026 The most useful question came from someone who had actually already read it.

CVE-2026-34265 is a memory corruption vulnerability in the Application Server ABAP component of SAP NetWeaver and the ABAP Platform. The flaw stems from logical errors in how the SAP kernel parses DIAG protocol messages, the proprietary protocol that carries traffic between the SAP GUI presentation layer and the application server. Malformed input reaching the parser leads to an out-of-bounds write, classified as CWE-787. The vulnerability carries a CVSS v3.1 base score of 9.8 (Critical).

On June 1, 2026, the Kubernetes Security Response Committee updated the records for four older CVEs that remain unfixed. The corrections may cause vulnerability scanners to report these CVEs in clusters where they weren’t previously detected. But an affected version doesn’t necessarily mean that a cluster is exposed. Each unfixed Kubernetes CVE depends on a particular combination of permissions, cluster features, and network access.

Last summer we found a critical vulnerability in Teleport, our first in a decade. It was assigned CVE-2025-49825. This vulnerability allowed Teleport SSH certificates, issued to users of a cluster, to sign other SSH certificates which would then be incorrectly accepted by Teleport as valid. Once you can sign your own certificates, you can escalate privileges and bypass authentication controls. This is why we classified it as a critical vulnerability.

Modern exposure management has evolved beyond vulnerability scanning and alert volume into a discipline focused on measurable risk reduction. As the exposure management market matures, security leaders are adopting cyber exposure management platforms that unify signals across vulnerability, cloud, application, and attack surface tools to prioritize what truly matters.

Autonomous AI attacks have definitively moved from the research demos everyone's been awed by to standard operating procedure. For anyone paying enough attention, this is not necessarily news: the Five Eyes Alliance warned everyone back in June that AI will bypass cybersecurity in months, not years, with adversary breakout times that can now be measured in seconds. Gartner itself predicted something similar, expecting the window to exploitation to be cut in half as early as next year.