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In Not With A Bug, But With A Sticker: Attacks on Machine Learning Systems and What To Do About Them, a team of distinguished adversarial machine learning researchers deliver a riveting account of the most significant risk to currently deployed artificial intelligence systems: cybersecurity threats. The authors take you on a sweeping tour -- from inside secretive government organizations to academic workshops at ski chalets to Google’s cafeteria -- recounting how major AI systems remain vulnerable to the exploits of bad actors of all stripes.
Based on hundreds of interviews of academic researchers, policy makers, business leaders and national security experts, the authors compile the complex science of attacking AI systems with color and flourish and provide a front row seat to those who championed this change. Grounded in real world examples of previous attacks, you will learn how adversaries can upend the reliability of otherwise robust AI systems with straightforward exploits.
The five stages of vulnerability management
Nearly every organization today builds a lot of software, and the majority of that software is developed by cobbling together open source components. When using open source and trying a software composition analysis (SCA) scanner for the first time, it is not uncommon for those organizations to be surprised at what they learn about their open source usage. Many times it quickly comes to light that they have a large load of new and unplanned work to address in the form of security issues in dependencies. They need to fix these issues not just for the organization itself but also to stay compliant with certifications such as PCI or SOC2.
That’s when these organizations begin to experience the five stages of vulnerability management.
Why early detection of software vulnerabilities saves time and money
Modern software development teams are under so much pressure to deliver fast. Unfortunately, speed can mean security gets overlooked during development. Fixing these issues later in the development cycle, or worse, after the software has been released, can be time-consuming, expensive and damaging to a company’s reputation. That’s where early detection of software vulnerabilities comes in. By finding and fixing these issues early organizations can save time, reduce costs and protect their users from security breaches.
In this post, we’ll look at why early detection is key, how it impacts development timelines and budgets and how security in the early stages of software development is the key to both secure and efficient software delivery.
How to keep using Windows 10 safely after Microsoft ends support
As of October 14, 2025, Microsoft will officially stop supporting Windows 10, marking the end of the road for regular security updates and technical support.
This doesn’t mean your Windows 10 machine will suddenly stop working of course, but it does mean that keeping it safe and secure will require more proactive measures. Here’s how you can protect your Windows 10 system after official support ends.
The $13 billion problem: Tackling the growing sophistication of account takeovers
Fraudsters have used account takeovers (ATOs) to victimize 29 percent of internet users, resulting in $13 billion in losses in 2023. Over three-quarters of security leaders listed ATOs as one of the most concerning cyber threats, and the danger grows as bad actors leverage AI to launch more potent attacks.
The Snowflake breach demonstrates the devastating consequences of ATOs. Attackers gained access to 165 of the data platform’s customers’ systems, including AT&T and Ticketmaster, and exfiltrated hundreds of millions of records containing sensitive data. The attack wasn’t some brilliant hacking scheme -- the bad actors simply used legitimate credentials to log into the platform.
Why third-party email filters may be ineffective in Microsoft 365 environments
Because email is the primary source of initial entry in many breaches, many organizations pay for sophisticated, third-party email filtering solutions on top of the protections afforded by Microsoft 365. This is a wise investment; having layers of protection by different vendors helps eliminate blind spots found in any one vendor solution and provides complexity that can foil attack attempts.
Yet, few know that threat actors can easily bypass these third-party filtering products by directing emails to onmicrosoft.com domains that are an inherent part of the Microsoft 365 configuration.
Log files: What are they, why do they matter and how to protect them?
Log files come with many challenges. Firstly, they exist as enormous volumes of data. Almost everything that a user does is recorded, meaning that they quickly pile up, and not all of them are useful.
Secondly, they aren’t all uniform as they come in various shapes and sizes, serving various purposes. Event logs, system logs, access logs and server logs are just some of the various types that are collected and stored. This large volume of data means that processing and analyzing logs for use can be time-consuming and complex.
Old habits, new threats -- Why more phishing attacks are bypassing outdated perimeter detection
Perimeter solutions such as Secure Email Gateways (SEGs) have long been a cornerstone of email security, historically serving as the primary line of defence against malicious emails entering an organization. Utilizing legacy technology such as signature and reputation-based detection, SEGs have provided pre-delivery intervention by quarantining malicious attacks before they reach the end recipient.
Why, then, are 91 percent of cybersecurity leaders frustrated with their SEGs, and 87 percent considering a replacement?
If you're worried about privacy and security, you'll be able to uninstall Recall from Windows 11
The Recall feature of Windows 11 has not even launched yet, but it has proved endlessly controversial since it was first announced a few months back. Microsoft says that Recall will help users retrace their steps by taking snapshots of activity every few seconds, providing a way to step back in time and jump to an earlier activity.
Such was the uproar about the security and privacy implications of the feature, Microsoft has already made concessions. The company first pulled the feature from preview builds of Windows 11 to do further work on it, and then announced that it would be opt-in rather than enabled by default. Now it turns out that it will be possible to uninstall it completely.
What does cybersecurity tool sprawl look like today?
Cybersecurity has become an increasingly important concern in the business world. After all, reports have found that 41 percent of businesses fell victim to a cyberattack in 2023. As the technology cyber attackers use to conduct their nefarious activities becomes more complex, so is the technology that IT professionals use to protect organizations and their data. However, with this also comes a unique new challenge: tool sprawl.
Tool sprawl occurs when a company utilizes an unnecessary number of IT tools, usually because it implements separate solutions for each use case. Although it may seem most efficient to address needs as they arise or present themselves, adopting a comprehensive approach is often more efficient -- particularly in a case where proactivity is vital, such as cybersecurity.
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If you are a cybersecurity professional looking for practical and actionable guidance to strengthen your organization’s security, then this is the book for you. Cybersecurity Strategies and Best Practices is a comprehensive guide that offers pragmatic insights through real-world case studies.
Written by a cybersecurity expert with extensive experience in advising global organizations, this guide will help you align security measures with business objectives while tackling the ever-changing threat landscape.
Business security: Advancements in on-premise and online tech solutions
Biometric access control, video surveillance, and intrusion alarms enhance on-site protection by promptly addressing unauthorized access -- these advanced systems monitor who enters your facilities and allow for real-time responses to incidents.
Meanwhile, cybersecurity remains a key aspect of business demanding great attention. The emergence of generative AI and automation technologies can evaluate threats and make decisions significantly faster, heightening the effect of your defense mechanisms.
Enhancing availability, even when high availability is not required
Providing high availability (HA) protection for critical applications is a standard IT best practice. However, broader downtime protection best practices -- and options for delivering this protection -- are not as clearly defined. As a result, applications that are not considered mission critical are often left with minimal protection. Yet downtime for these non-mission critical applications can be more than a nuisance. It can impose a costly and disruptive burden on IT teams that must devote time and resources to bringing those applications back online.
Downtime can also be frustrating to end users whose work may be interrupted and put on hold. It may have downstream consequences for customer satisfaction as well.
How radical transparency paves the way to more effective vulnerability management
Vulnerability management is one of the most painful challenges of cybersecurity. The lack of transparency in our industry isn’t helping matters. Vendors often work behind the curtain to fix the identified security flaws without effective communication or -- if they do communicate -- with significant delays in reporting.
However, there are signs of positive steps toward this much-needed transparency. In July, for example, the Microsoft Security Response Center announced that it will start issuing Common Vulnerabilities and Exposures (CVEs) for critical cloud service vulnerabilities. There have also been moves from legislators to ensure greater rigor in reporting, such as the EU's Cyber Resilience Act, which mandates that manufacturers of all connected and IoT devices report serious cyber incidents and unpatched vulnerabilities. This is essential for building trust among vendors, businesses, and stakeholders alike. Greater resilience starts with a common understanding.
AI's rapid development is a security disaster waiting to happen
No matter how you look at it, AI is currently booming. The AI market is on track to reach $407 billion by 2027 (compared to $86.9 billion in 2024). Last year, ChatGPT became the fastest-growing consumer application in history when it reached 100 million monthly active users just two months post launch. McKinsey declared 2023 as Generative AI’s breakout year, and a follow-up 2024 survey found that the percentage of organizations using Generative AI jumped from approximately 50 percent to 72 percent from 2023 and 2024. Meanwhile, a culture shift within tech and business has accelerated AI adoption seemingly overnight.
Long before Generative AI entered the scene, tech C-suites were concerned about being left behind. AI’s disruptive potential has only exacerbated this. Companies with the bandwidth to do so are developing their own AI systems or converting existing ones over to AI. Such behavior is motivated primarily by reputation management. No major player wants to look like they were left behind as their competitors innovated to newer heights.
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