Security | Threat Detection | Cyberattacks | DevSecOps | Compliance

Why NER models fail at PII detection in LLM workflows - 7 critical gaps

In AI systems, PII detection is the first step. Not the most glamorous step. But the one that, when it fails, takes everything else down with it. Identifying sensitive data (names, Social Security numbers, financial records, health information) has to happen before any of it reaches an LLM. Get this wrong, and you’re looking at one of two bad outcomes: Traditional DLP systems could afford to be aggressive with detection. LLMs can’t. They depend on full context to generate correct outputs.

Moonshot AI governance breakdown: Lessons from the Cursor/Kimi K2.5 incident

What happens when a $29 billion company forgets to rename a model ID, and what it means for every organization using open-source AI. On March 19, 2025, Cursor, the AI-powered coding tool valued at $29 billion and generating an estimated $2 billion in annual recurring revenue, launched Composer 2, its newest and most powerful coding model.

Meet Exabeam Sherpa: The AI Backbone of Our NextGeneration Partner Experience

Today’s partners don’t need more portals, more PDFs, or more one‑time training sessions. They need momentum. That’s why we built Exabeam Sherpa, an AI‑powered, always‑on virtual Channel Account Manager (CAM) designed to help partners ramp faster, sell smarter, and scale performance as their teams grow.

Microsoft 365 E7 Is Here: 10 Questions Every Security Leader Needs Answered

Microsoft 365 E7 launches May 1, 2026. At $99 per user per month, it is the most complete Microsoft enterprise license ever shipped. It bundles E5, Copilot, Entra Suite, and the new Agent 365 into a single SKU. We have fielded hundreds of questions from customers about what E7 means for their security posture, their licensing strategy, and their AI readiness. Here are the 10 questions that come up the most, answered from a security partner perspective.

Common Office 365 Issues and How to Solve Them

You may encounter issues when using any application, and Office 365 is no exception. Not all issues are caused by bugs left unpatched by the software vendor or by third-party applications like the recent Crowdstrike incident that caused a global O365 outage. Many issues that you may face day-to-day can be fixed on the client side. If you encounter an issue in Office 365 that can only be fixed by the vendor, Microsoft usually releases an update to resolve any known issues as soon as possible.

Growing Pains: Headaches from Network M&A

Growth through acquisition can accelerate market reach and revenue. But it often leaves IT teams managing a fragmented network environment. When your organization is adding two new locations per month, each with its own carrier contracts, circuit types, and support agreements, the result is a patchwork infrastructure that’s expensive to maintain and difficult to secure. For IT professionals tasked with keeping systems stable while supporting aggressive expansion, this creates a critical challenge.

When the Data Center Closes: A Complete Cloud Migration Story

Staying healthy sounds easy, but it’s often a daunting and complex process. It involves balancing diet, exercise, sleep, and routine doctor visits, among other things. For many, this lifelong commitment can cause fear, worry, and anxiety. Similarly, migrating a production environment to the cloud is a complex process. When a data center closure is on the horizon, the pressure mounts quickly.