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The latest News and Information on CyberSecurity for Applications, Services and Infrastructure, and related technologies.

How we made vulnerability fixes review-ready with Agentic Pipelines

Routine vulnerability fixes are rarely difficult in isolation. The interruption that they cause is the problem: pick up the ticket, trace the dependency, update the package or image, regenerate files, run the checks, open the pull request, then return after deployment to close the loop. That repeated handoff was a good candidate for automation with agentic pipelines. The goal was simple: start the day with a tested pull request instead of another ticket to pick up.

The big question at Black Hat USA 2026: "how do I know?"

Black Hat USA 2026 brought more than 20,000 people to Mandalay Bay in Las Vegas. We were there as a Platinum sponsor at booth 4208, and across two days on the business hall floor we had more than 750 conversations with security engineers and architects. Almost every one of them, whatever it started as, turned into a version of the same question: how do I know? How do I know whether a vendor's AI does what the banner says? How do I know what my agents are doing on the network?

Introducing APEX: Adversarial Pattern Extraction and Correlation

In this Black Hat talk, Nicole Beckwith introduces APEX (Adversarial Pattern Extraction and Correlation), a detection framework—not a Cribl product—that clusters TTP-based signals around entities to support behavioral detection. It is intended for security practitioners, SOC and detection teams, and threat hunters who want to learn how to use raw telemetry or OCSF data, TTP chaining, time windows, criticality, and cross-correlation to detect behavior beyond static indicators and rule-count coverage.

The Strategic Value of Emergency Readiness: Safeguard Operations and Human Capital

Emergency readiness often gets seen as just another compliance task - a checklist of fire extinguishers and evacuation routes to tick off. But that view misses the bigger picture. Real readiness isn't a static obligation; it's a dynamic strategy that protects your entire operation. It safeguards your financial stability, keeps things running smoothly, and, most importantly, shows you care about your people.

Phishing vs. Smishing vs. Vishing vs. Quishing: What's the Difference?

Ask people in the same company to define phishing, and the answers may drift. At least one will use the word as a catch-all for anything suspicious that reaches an inbox, and someone else will apply it to a phone call. That drift can have operational consequences. A ticket labeled phishing that was actually a spoofed call to the help desk may be routed to the wrong queue, trigger an inappropriate playbook, or distort the metrics used to plan future controls.

The Safest Place to Run an AI Agent Is On a Cluster That Doesn't Trust It

Every organization running AI agents has already made a hosting decision. Most made it by accident. The sales team switched on the agent built into their CRM. Engineering is piloting a coding agent in a vendor’s cloud. Someone on the data team deployed a LangGraph service to a VM with a database key in an environment variable, and someone else is running an agent framework on a laptop with production credentials in a dotfile. Each of these is a hosting decision.

The Role of Infrastructure and Mobile Proxies in Modern Operational Reliability

For systems architects, IT operations leaders, and DevOps engineers navigating cloud-native complexity, maintaining robust system visibility requires unhindered data collection pipelines. Platforms like opsmatters.com offer essential insights into cloud computing, operational tools, and IT service management, highlighting how modern infrastructure relies on seamless data integration. Operating at scale requires monitoring global endpoints, validating geographically distributed microservices, and parsing public software feeds without running into access limits.

Integrating Virtual Identity Systems into Modern DevOps and CI/CD Workflows

Modern IT service management and cloud operations rely heavily on automated identity validation, multi-factor authentication (MFA) testing, and isolated staging environments. Deploying cloud infrastructure at scale requires continuous verification without linking critical operational workflows to physical mobile hardware. DevOps engineers building automated alert pipelines or synthetic monitoring suites often implement a dedicated virtual number to receive SMS payloads, isolate production keys, and validate two-factor authentication endpoints programmatically.

What is enterprise risk management and how does it work?

Enterprise risk management (ERM) is the practice of managing risk across an entire organization as one connected picture rather than as a set of separate departmental concerns. What changes when you adopt it is the purpose of the risk data itself. In most compliance programs, risk information exists to satisfy an auditor or fill a quarterly report. Under ERM, that same data has to be good enough to shape strategy, which raises the bar on how it gets scored, owned, and refreshed.

The Early Warning Signs of Financial Identity Fraud

Financial identity fraud rarely begins with one dramatic event. More often, it arrives as a handful of details that feel slightly off. A login code appears even though you were not trying to sign in. A lender sends a letter about an application you never submitted. Your bank app asks you to verify information that has not changed. Any one of these could be a mistake. That is why early fraud is easy to miss. The problem often becomes visible only after several small inconsistencies begin to overlap.