Introducing AI Total: Detonate Agent Skills Before You Trust Them
Zenity Labs is publicly launching AI Total: a free service that runs an AI agent skill in a sandbox and tells you what it actually did, before you let it near your agents.
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The Latest Cybersecurity News & Insights From Around The World
The AI Marking Deadline That Applies Only to Systems Already Running
Transitional relief normally works one way. A new rule arrives, existing products are carved out or given years, and anything built afterwards complies from the start. The marking obligation for synthetic content inverts that. Article 50 has applied since 2 August 2026, and a targeted transitional period gives extra time to systems that were already on the market rather than to new ones.
A Simple First-Project Workflow for Trying Seedance 2.5
A first AI video project becomes difficult to evaluate when the idea includes several subjects, changing locations, camera moves, and a detailed story. If the output fails, a beginner may have no clear way to tell what went wrong. A small project gives each revision a useful purpose. Try Seedance 2.5 with one visible action and a simple ending. Treat the first output as a draft to inspect before editing.
Emergency Plumber vs Regular Plumber: Which Service Should You Choose?
In the realm of Home & Family, plumbing issues can arise unexpectedly, causing significant disruption. Whether you are dealing with a sudden burst pipe in the middle of the night or planning a long-overdue bathroom renovation, choosing the right Plumber is critical. This article will guide you through the differences between emergency and regular plumbing services, helping you make an informed decision when a plumbing issue strikes. We'll delve into the specifics of each service type, highlight their differences, and offer guidance on selecting the appropriate service for your needs.
5 Reasons Businesses Are Choosing Virtual Office Locations in Melbourne
Melbourne's business scene has changed sharply over the past few years. More founders, consultants, and small teams are ditching traditional office leases and looking for smarter ways to stay professional without locking themselves into long-term commitments. Virtual office locations in Melbourne are answering a need for a growing number of businesses. They provide a real address, genuine support, and a level of flexibility that no fixed lease can match. Here are five clear reasons why businesses are making the switch.
How to Evaluate an Automated Red-Teaming Vendor: A Technical Buyer's Guide
Every automated red-teaming vendor finds the planted flaw in its own demo app. That tells you very little about how the tool will behave on your APIs, with your login flows, your token lifetimes and your developers. The programs we see struggle usually stall on the work around detection: writing auth scripts, keeping tokens alive, arguing over whether a finding is real, and re-testing fixes by hand. That work lands on a small number of senior security engineers.
What Is AI Governance? A Practical Framework for Security Teams
The speed of AI integration is rapidly outpacing corporate governance capabilities. Generative AI is now embedded in development workflows and business applications, while agentic AI can make decisions and take actions with limited human intervention. That governance gap is becoming harder to ignore. Gartner predicts that more than 40% of agentic AI projects will be canceled by the end of 2027 because of escalating costs, unclear business value, or inadequate risk controls.
In AI Pilot Mode? Learn How to Scale AI Securely Without Shadow IT
You’ve seen the demos. You’ve run the pilots. Maybe you even deployed something that works, but is it scaling? Are your users utilizing it on a daily basis, or as intended? Or is it quietly gathering dust next to the last three tools that were supposed to change everything? Scaling AI the way most vendors describe it—connecting more tools and piping more data into more systems—doesn’t lead to progress or productivity. Rather, it results in additional risk.
How Western Canada Lottery Corporation Is Modernizing 5,000 Retail Sites with Netskope SASE
Western Canada Lottery Corporation (WCLC) runs one of the world's most geographically dispersed retail networks: 5,000 lottery terminal locations across Manitoba, Saskatchewan, Alberta, and three northern territories. See how they replaced a fragmented multi-ISP setup with Netskope One SASE. In this 2-minute story, Adam Janssens, Director of Infrastructure and Operations, explains how WCLC: "The cost savings to move away from private connections to secure SD-WAN with Netskope is definitely multi-millions per year, which is a huge benefit to our organization and our provinces.".
Reconciling an AI Risk Estimate Against What Truly Happened
A model produces a figure, an event happens, and somebody asks whether the figure was right. It is the obvious question and it has almost no published answer, because the comparison is harder than it looks. A single realized loss cannot falsify a distribution. If a model puts a one percent chance on exceeding a threshold and the threshold is exceeded, the one percent case occurred, which is what the model said would sometimes happen.