When an AI system makes a mistake, the consequences can damage operations, destroy customer trust, and harm a brand’s reputation.

We’ve all heard the stories: a chatbot agreeing to sell a product for $1, an information system announcing that the James Webb Telescope captured the first images of an exoplanet, or something as trivial – yet frustrating – as a weather forecast promising sunshine all day only for rain to arrive hours later.

In this article, Aleksandr Chikovani, Chief Systems Engineer at EPAM Systems, Inc., shares his perspective on why these errors are inevitable, what they mean for the businesses that rely on AI, and the strategies he uses to measure, manage, and minimize their impact – before they affect end users.

With over a decade of experience in IT, Aleksandr spent much of his career working on large-scale data systems before moving into AI and machine learning over the past five years.

Today, he specializes in building user-facing AI and GenAI solutions with a strong focus on performance measurement, MLOps best practices, and human-centric design.

He is also a co-author of the 2023 Responsible AI Principles – a practical, collaborative framework created with industry peers to guide safe and effective AI adoption.

“In AI, mistakes aren’t unexpected bugs – they’re inevitable outcomes”

Aleksandr: One of the biggest misconceptions about AI is the expectation of perfection. By its very nature, AI will make mistakes. It’s non-deterministic and will never deliver 100% of correct answers – but that shouldn’t be a dealbreaker.

After all, we hire people knowing they will make mistakes too.

The real objective is to ensure an AI system achieves three things: perform more accurately than a human in the same role, operate at lower cost, and have its errors carefully controlled so performance can improve over time.

These goals are achievable through strong MLOps practices – enabling teams to measure performance before an AI system reaches end users, and to keep monitoring and refining it once it’s in production.

Interviewer: If mistakes are inevitable, how do you decide when an AI system is ‘good enough’ to deploy – and can you explain how MLOps practices help make that decision?

Aleksandr: I like this question – it actually contains part of the answer. Believe it or not, we’re not the first to solve this problem, and there are plenty of established best practices you can find with a quick search.

> What’s often missing, though, is a fundamental mindset shift: in AI, mistakes aren’t unexpected bugs – they’re inevitable outcomes. The questions you should be asking are: What’s the cost of a given mistake? What’s the profit from automating this service? Where’s the balance between investing more time, effort, and money to push performance forward by an extra 0.01% – versus deploying something that’s already ‘good enough’ for production?

> Once you have those answers, the next priority is automated quality measurement. And yes, sometimes the reality is that AI won’t solve every problem – in some cases, automation just isn’t profitable. But when you truly understand your goal, it’s much easier to define quantifiable metrics. Once those metrics are in place, you can measure performance objectively and determine whether deploying the solution will cost you money or make you money.

> Designing evaluation systems can be non-trivial, so it makes sense to start with low-hanging fruit. For example, when I helped develop a chatbot assistant for a large IT company (details are confidential due to NDA), my first step was to talk with business stakeholders to understand precisely what we were trying to automate. I quickly learned that most user questions were about

just a handful of simple topics. Within hours, we had built a small but highly relevant dataset of common questions and “golden answers.” That became the foundation of the MLOps pipeline I was building.

This dataset was invaluable because it let us measure the chatbot’s current quality and compare new versions to see whether they were better – before promoting them to production.

> The next step was to introduce a simple feedback loop. Since users had to be logged in before using the chatbot, I recommended adding a basic thumbs-up/thumbs-down button to each response. This gave users an easy way to signal whether the answer was helpful or not – and gave the team direct, actionable feedback.

Sweta: Once you’ve collected user feedback, what’s the next step? How did you filter out misleading signals and turn that feedback into concrete improvements?

Aleksandr: That’s a brilliant catch – user signals can absolutely be misleading. Sometimes a user might reject a factually correct answer simply because it wasn’t the one they wanted to hear; other times they might “like” an incorrect answer because it sounded convincing.

If you treat this feedback blindly, it can poison your evaluation dataset.

> As I mentioned earlier, this was a greenfield project and we had to move quickly. Our low-hanging fruit was to run a manual review carried out by the development team, validated by the support team.

The results of these reviews were also logged, so that later a separate model could be trained to classify incoming feedback based on this labelled data – ultimately closing the loop with automation.

> There was another important reason for this review step: if a user gave negative feedback, it likely meant they still needed help. In those cases, our internal team could reach out directly, assist the user, and document exactly where the chatbot’s response fell short. That insight fed back into development, guiding improvements in future versions of the system.

“if a user gave negative feedback, it likely meant they still needed help. In those cases, our internal team could reach out directly”

Sweta: It sounds like your process wasn’t just about fixing technical issues – it also had a strong human-centric approach and focus on accountability.

Aleksandr: Indeed! Our goal isn’t to create the shiniest model on the planet – it’s to help the person who actually needs help. That mindset comes directly from Responsible AI principles.

If you’re not familiar with them, it’s well worth investing a few hours to understand the framework and how it guides, or supposed to guide, real-world AI development.

Sweta: I can tell you have a strong connection to Responsible AI. Is there a story behind how you got involved with it?

Aleksandr: Back when the AI hype train was accelerating, I knew we needed something concrete – not a dense academic paper few would read, nor a vague “fight for what’s right” LinkedIn post.

I was a tech lead on a GenAI-research project for a confidential project, and with the help of brilliant colleagues, we distilled our thinking into a concise, practical set of principles.

What I value most is that we placed human-centricity and awareness at the top. For any project – AI or otherwise – start by identifying your true beneficiary and understanding the real problem you’re solving. Once you have those, your direction becomes clear.

> Culture eats strategy for breakfast, so I recommend to grow awareness within your team, and share responsibility and accountability across it. When everyone is aligned, following these

principles stops being a checklist and becomes the natural way you work – and that’s when you get your best results.

Sweta: If you had to leave businesses with one piece of advice about using AI responsibly, what would it be?

Aleksandr: I’d say – use critical thinking, especially in today’s era of GenAI hype. Always think in terms of risks. Set clear, measurable goals, and start by building an evaluation framework. And don’t overcomplicate things: when you’re just starting out, simpler is better.

Later on, you’ll almost certainly need to rework parts of what you’ve built – but that “later” can only happen if you start well and start fast. With an evaluation framework in place, you’ll have the tools you need to know whether you’re heading in the right direction, and you’ll be able to adjust course whenever necessary.

Disclaimer: This article reflects the personal views and experiences of Aleksandr Chikovani. Opinions expressed here are solely Alekandr’s and do not necessarily represent those of any organization

The post Beyond the Hype: How to protect your business from AI appeared first on Cyber Security News.

Last year, TEMU affiliates set new records.Now, in 2025, TEMU is taking it even further. 

This year, TEMU Affiliate Program is stepping up with special commission boosts, bigger benefits for your audience , and premium promo support designed to push your profits higher than ever.

About Temu

TEMU—short for Team Up, Price Down—is one of the fastest-growing global e-commerce platforms, connecting millions of consumers with a vast network of brands, manufacturers, and merchants. Dedicated to making quality products accessible at unbeatable prices, TEMU has quickly become a household name worldwide.

What is the TEMU Affiliate Program 

Think of the TEMU Affiliate Program as your gateway to global earnings. Live in over 80 countries, TEMU allows affiliates to connect with millions of shoppers worldwide and earn top-tier commissions from a diverse range of high-converting products. 

No upfront cost, no barriers — whether you run a site with traffic or just enjoy sharing deals in groups, you can start earning with TEMU today ！

Here’s the simple flow:

Apply for the program and get your referral link, which comes with exclusive TEMU coupons or discounted products

Share it with your audience —be it your Facebook group, website, app notifications, blog, or email newsletter.

Earn commissions when a new user click through your link and place an order. Plus, you’ll receive an extra fixed reward if they download the TEMU app.

Why Affiliates Love TEMU   ( All Year Round, Not Just Black Friday)

Easy Start, Zero Cost

Joining the TEMU Affiliate Program is free and simple. Whether you’re an individual creator or an established publisher, you can start right away with ready-to-use banners, copy, and visuals—no upfront investment needed.

High-Earning Potential

At TEMU, you don’t just earn order commissions.  TEMU pays you in two ways: generous commissions on orders + a fixed bonus for each new app user who makes their first purchase through your link.  High commissions + Download rewards =Double the revenue.

• App download rewards: Earn a fixed bonus when a new user downloads the TEMU app via your referral link and completes their first order.
• Order commissions: Earn commissions based on the order value of new users you bring in. 

Exclusive Benefits for Your Audience

Your referrals unlock exclusive incentives like coupon bundles, deep discounts and deals of up to 90% off.  These perks boost conversions, build loyalty, and make your promotions far more compelling.

Transparent Tracking

Stay on top of your results with TEMU’s powerful tracking tools. From clicks to conversions, everything is measured in time.  TEMU’s intuitive dashboards make it easy to make smarter, data-driven decisions. 

Personalized Support

With TEMU, success never goes unnoticed.  As your results improve, TEMU will match your growth with dedicated 1-on-1 support and tailored commission structure—helping you push your performance to the next level. 

Black Friday Upgrades： Why Now Is the Best Time to Join TEMU Affiliate Program

• Boosted Commissions ：Earn More on Every Referral

Normally, TEMU already offers a hybrid CPS + CPA model: order commissions + app download rewards. For Black Friday, both streams are supercharged—higher percentage commissions and bigger fixed bonuses. Double streams, double upgrades.

• Leaderboard Bonuses ：Win Extra for Performance

This Black Friday, it’s not just about commissions. TEMU is hosting leaderboard competitions, rewarding top affiliates with extra cash prizes. Whether you’re a rising star or a seasoned publisher, there’s a way to claim your share of the bonus pool.

• Exclusive Audience Offers：Bigger Savings for Your Followers

While TEMU runs platform-wide Black Friday promotions,  your followers won’t just see what everyone else sees. TEMU affiliates get even more exclusive, upgraded perks  for their audiences.  Your followers save more, you convert more, and your commissions multiply !

With your affiliate link,your audience will enjoy:

• $100 Coupon Bundle  →$200 Coupon Bundle
• 30% off promo code →40% off promo code
• Black Friday Hot Picks with Exclusive Discounts
• Time-limited flash deal

• Instant Black Friday Kit ：Ready-to-Post Banners & Captions

Black Friday is about speed, visibility, and seizing the shopping frenzy.  To help you move fast, TEMU provides a full suite of Black Friday-themed creatives—banners, backgrounds, copy, and more.

With one-click share features, you can push campaigns live instantly without worrying about design or wording.  Black Friday is about speed, visibility, and seizing the shopping frenzy. 

Who Should Join the TEMU Affiliate Program

Designed for both individuals and businesses, low barriers and join for free!

•  If you’ re an individual：as long as you’re active in or run any shopping-related groups, come join TEMU!
•  If you own a website or app with user trafiic：let’s grow together via tailored business partnership!

How to Join the TEMU Affiliate Program

Step 1. Apply Online:  Click to visit the official TEMU Affiliate registration page (or search “TEMU affiliate program”). 

Step 2. Fill in Details:  Submit your business or personal info.

Step 3. Review:  The TEMU team will review your application within 7 business days.

Step 4. Start Earning: Once approved, get your referral link, coupons, and creatives—and launch your first campaign right away.

Sign Up Now

Black Friday comes once a year. Your chance to earn more is now.  Sign up for the TEMU Affiliate Program and get ahead before the rush.

The post Earn Big This Black Friday 2025：TEMU Affiliate Program Rolls Out  Special Upgrades appeared first on Cyber Security News.

I recently discovered an amazing shopping website, Temu. They have a wide selection of products, from clothing to home goods, and the prices are incredible!

Temu is an e-commerce company that connects consumers with millions of merchandise partners, manufacturers, and brands with the mission of empowering them to live a better life.

To deliver greater value, Temu frequently launches lightning deals, discounted prices, and promotions starting as low as $1.99 on its official website.

To expand its reach, Temu launched the Temu Affiliate & Influencer Program—its official creator partnership initiative.

This program invites content creators to experience and review products firsthand, offering authentic, real-world recommendations. Influencers receive free samples, earn commissions on sales, and gain access to exclusive promotional resources.

Top-tier content may even be featured on Temu’s official channels. Moreover, the program includes a secondary referral system that rewards creators for inviting others to join.

How Does the TEMU Influencer Program Work?

Joining the program is simple and only takes a few steps:

1. Register for the TEMU Influencer Program on the official website.
2. Receive your unique referral link and promo code.
3. Share the link across your blog, website, social media, or other digital platforms.
4. Earn commissions whenever a user clicks your link and makes a qualifying purchase.
5. Withdraw your earnings once you reach the minimum payout threshold.

TEMU Influencer Program Commission Structure

We welcome all affiliates and promoters with strong promotional abilities to join our Influencer Program. You can earn generous commissions and referral rewards through your monetization channels.

• New User Download Bonus: Earn a fixed reward when a new user downloads the TEMU app and places an order using your referral link.

• Purchase Commission: Earn commissions from purchases made by new users who click through your referral link.

• Tiered Commission Rates: Earn different commission rates based on the total purchase value of referred users.

Taking the United States as an example, promoters can get 20% commission for new users.

Let me tell you an interesting thing——I also got a discount code from temu, why not come and experience Temu’s activities for yourself! Exclusive discount code: ack641880

TEMU Influencer Program Publishing Rewards

If you are a content creator, you can earn extra publishing rewards on top of high affiliate commissions. By creating and sharing content on social media platforms such as Instagram, TikTok, and YouTube, you can:

• Unlock exclusive publishing rewards.
• Receive free product samples (Seeding Balance).

The level of publishing rewards you unlock depends on your follower base and content creation ability. The more engaging your content, the more rewards you can enjoy!

Why Choose the TEMU Influencer Program?

• High Earnings Potential

TEMU offers up to 30% commission, making it one of the most competitive affiliate programs in e-commerce. With a solid online presence, you can easily earn hundreds or even thousands of dollars per month.

• Zero Upfront Costs

Unlike many business opportunities, joining the TEMU Influencer Program is completely free. No inventory, no customer service, no upfront investment — just pure profit potential.

• Easy Promotion

Known for its affordable prices and rich discounts, TEMU makes it easy to attract buyers. With the platform in a rapid growth stage, the new-user market is vast, giving you more chances to earn commissions. Additionally, TEMU offers ongoing commissions from existing customers, ensuring sustainable long-term income.

How to Maximize Your Earnings with TEMU Influencer Program?

Understand the Rewards Structure

Take advantage of the different types of bonuses to maximize your total earnings.

Promote Across Multiple Channels

• On TikTok, Instagram, and YouTube, create posts to earn publishing rewards and seeding balance.
• On coupon websites or Facebook groups, earn download bonuses and new-user commissions.
• Subscribe with your email to stay updated with the latest TEMU Influencer Program campaigns and secure ongoing customer commissions plus additional rewards.

Remember to use my exclusive discount code “ack641880“

The post Temu Influencer & Affiliate Program 2025: Earn post rewards & Referral commissions appeared first on Cyber Security News.

What appears to be an ordinary graphic actually contains encrypted loaders that execute entirely in memory, allowing the malware to bypass most traditional detection methods and signature-based defenses. 

Let’s break down how this attack works and what analysts and hunters should look for. 

Attack Overview with Real-World Example 

The infection starts with a malicious JavaScript installer named PurchaseOrder_25005092.JS, delivered through phishing emails and web pages (T1566.001). 

The script is obfuscated using an Immediately Invoked Function Expression (IIFE) pattern (T1027) and writes three staged files to: C:\Users\PUBLIC\  

These files are named:  

• Kile.cmd  

• Vile.png  

• Mands.png  

While the .png extension suggests images, these are not image files. Instead, they act as storage containers for Base64-encoded and AES-encrypted payloads (T1036.008); a common trick to avoid quick signature-based detection. 

You can view the full attack chain and download an actionable analysis report from a real-world run inside ANY.RUN’s interactive sandbox: 

View Recent Attack Hiding XWorm in PNG 

Steganography attack discovered inside ANY.RUN sandbox 

See every stage of execution unfold in seconds, extract IOCs automatically, and transform hidden malware behavior into clear, shareable insights. 

Get 14-Day Trial of ANY.RUN 

Execution Chain Breakdown: What Analysts Need to Know 

Below is a concise, step-by-step breakdown of the execution chain to help analysts quickly identify key artifacts and pivot points.

Follow each stage to see where to hunt, which logs to inspect, and which indicators to extract for detection and response. 

Persistence and setup 

The JavaScript creates a scheduled task (T1053.005) to maintain persistence after reboot. It checks for required artifacts and recreates them using long Base64 blobs and AES-encrypted strings (T1027.013). 

Obfuscated batch staging (Kile.cmd) 

Kile.cmd contains heavy obfuscation: variable noise, percent-substitutions, and chunked Base64 fragments. At runtime it reassembles commands and launches the PowerShell loader (T1059). 

Two-stage PowerShell loader 

Stage 1 – Command runner: Reads Mands.png, Base64-decodes and AES-decrypts it, then decodes the contained commands and executes them via Invoke-Expression (IEX). 

Stage 2 – In-memory assembly loader: Reads Vile.png, Base64-decodes and AES-decrypts it to raw bytes, then loads a .NET assembly directly into memory and invokes its entry point (T1620). 
The combined result is a fileless, in-memory loader that launches XWorm. 

XWorm execution chain with hidden PNG 

Pro Threat Hunting Tips: Detecting Fileless and Steganographic Loaders 

Below is a focused checklist for analysts and hunters to identify steganography-backed, in-memory loaders like XWorm. Use these steps to spot unusual patterns early and validate findings through behavioral analysis:  

1. Inspect image files: Scan .png and .jpg files for unusually long Base64 strings, text chunks, or non-image data. High text-to-binary ratios or embedded AES-encrypted sections often indicate hidden payloads. 

2. Monitor PowerShell activity: Track commands using Invoke-Expression, FromBase64String, or AES routines. Correlate these with script origins like wscript.exe or .cmd files to spot reflective execution and in-memory loaders. 

3. Correlate scheduled task creation: Look for tasks created by JavaScript or batch scripts from user directories rather than system paths. Such entries often indicate persistence after initial compromise. 

4. Use dynamic analysis: Static scans miss many steganographic loaders. Run suspicious scripts and files in an interactive sandbox like ANY.RUN to observe decryption, staging, and memory execution in real time, and extract IOCs from each stage. 

How a Sandbox Speeds Up Detection in Steganographic Attacks 

Steganographic loaders like XWorm rely on multi-stage execution and memory-only payloads, which makes them nearly invisible to static scanners.

A sandbox environment changes that by showing what’s actually happening under the surface; file writes, decryption routines, and PowerShell commands executed in real time. 

With ANY.RUN’s interactive sandbox, analysts can: 

• Watch the full chain unfold; from the initial JavaScript dropper to in-memory execution. 

• Extract and visualize IOCs such as decoded scripts, file paths, and registry modifications. 

• Confirm persistence and C2 activity without waiting for signatures or EDR alerts. 

This level of visibility turns a stealthy, fileless infection into a transparent, traceable process, helping threat hunters respond faster and with evidence-based clarity. 

Turn Complex Attacks into Clear Evidence in Seconds 

Attackers are getting better at blending in; the only reliable defense is to observe their behavior, not just their dropped files.

In nearly 90% of cases, ANY.RUN reveals full attack behavior in under 60 seconds, turning fleeting, fileless activity into concrete evidence analysts can act on immediately. 

Key benefits for analysts & threat hunters: 

• Real-time visibility for faster decisions: Instantly see how loaders unpack, decrypt, and execute without waiting for static scans or vendor signatures. 

• Fewer false positives: Behavioral context makes it easy to distinguish real threats from benign automation or scripts. 

• End-to-end understanding: Watch how each process connects, what files are written, and how persistence is achieved. 

• Time savings in triage and investigation: Complete analysis and IOC extraction in minutes, not hours. 

• Seamless workflow integration: Push results directly to SIEM, SOAR, or case management tools through ready-made connectors. 

• Collaboration made easy: Share live sessions, findings, and visual reports across teams for quicker consensus. 

• Continuous learning and hunting: Mapped MITRE ATT&CK TTPs and decoded artifacts enrich detection logic and threat intelligence feeds. 

Ready to see it in action? Talk to ANY.RUN experts and discover how interactive analysis helps your team find and stop threats static tools miss. 

The post New Wave of Steganography Attacks: Hackers Hiding XWorm in PNGs  appeared first on Cyber Security News.

BreachLock, a global leader in offensive security, just announced a powerful new integration with Vanta, the leading AI-powered trust management platform, enabling organizations to push security validation evidence directly into compliance workflows with a single click. 

This integration bridges the gap between continuous security testing and compliance by allowing mutual customers to connect the BreachLock Unified Platform to their Vanta environment.

Users can automatically send security evidence from the BreachLock Unified Platform, including penetration testing reports, adversarial exposure validation (AEV) results, attack surface management (ASM) results, and more, into the appropriate Vanta control folders, eliminating manual uploads and user errors while significantly reducing audit preparation time. 

Commenting on the addition of this integration, BreachLock Founder & CEO expressed, “Our clients shouldn’t have to waste time manually transferring evidence between BreachLock and Vanta,” adding, “This integration ensures that our mutual customers’ security findings are always audit-ready and aligned with frameworks like SOC 2 and ISO 27001 within their Vanta environments, effortlessly.” 

“At Vanta, our mission is to support companies regardless of their tech stack,” said Chris Morris, Staff Product Manager at Vanta. “We’re excited for BreachLock’s integration and to support our mutual customers!” 

The BreachLock Unified Platform supports modern Continuous Threat Exposure Management (CTEM) programs by unifying all CTEM-aligned tools and solutions modern security teams need, including both autonomous and human-led Penetration Testing as a Service (PTaaS), Adversarial Exposure Validation (AEV) for autonomous red teaming, and Attack Surface Management (ASM).

This unified approach enables organizations to continuously discover, validate, and remediate exposures across their entire internal and external environments, including web, API, network, mobile, cloud assets, and more. 

With the new BreachLock x Vanta integration, organizations can maintain always-current compliance evidence across all attack surfaces, supporting continuous security and compliance alignment. 

Key Benefits of the Integration Include 

• One-click evidence transfers from BreachLock to Vanta. 
• Automatic alignment with SOC 2, ISO 27001, and other controls. 
• Reduced manual effort and fewer errors during audit preparation. 
• Continuous compliance support through CTEM and automated testing. 

Setting up the integration is simple; users connect to Vanta directly from the BreachLock Platform and authorize BreachLock within Vanta, following a quick step-by-step setup process outlined in a recent blog post on the integration. 

This collaboration between BreachLock and Vanta marks a significant step forward in unifying offensive security and compliance workflows, helping organizations stay not only secure but audit-ready year-round. 

About BreachLock

BreachLock is a global leader in offensive security, delivering scalable and continuous security testing.

Trusted by global enterprises, BreachLock provides human-led and AI-powered Attack Surface Management, Penetration Testing as a Service (PTaaS), Red Teaming, and Adversarial Exposure Validation (AEV) solutions that help security teams stay ahead of adversaries. 

With a mission to make proactive security the new standard, BreachLock is shaping the future of cybersecurity through automation, data-driven intelligence, and expert-driven execution.

Contact

Senior Marketing Executive

Megan Charrois

BreachLock

megan.c@breachlock.com

The post BreachLock and Vanta Bridge the Gap Between Continuous Security Testing and Compliance with New Integration appeared first on Cyber Security News.

This same flexibility introduces a significant security challenge: vulnerabilities hidden within container images. 

A single outdated library or unpatched dependency within a container layer can expose an entire production system to risk. Many of these vulnerabilities originate in open-source software components and propagate rapidly through container ecosystems. 

Container image security platforms exist to solve this problem. They automate the process of detecting, remediating, or eliminating vulnerabilities in container images, ensuring every deployed image remains clean, compliant, and trustworthy. 

The Importance of Securing Container Images 

Every container relies on layers of software, from the base operating system to the application runtime. Each of these layers can contain known vulnerabilities.

If these are not properly managed, attackers can exploit them to gain access to sensitive data or escalate privileges inside containerized environments. 

Beyond direct exploitation, weak container image security can lead to: 

• Data breaches caused by vulnerable open-source components. 

• Regulatory non-compliance under SOC 2, ISO 27001, PCI DSS, or NIST frameworks. 

• Increased attack surfaces in CI/CD pipelines and Kubernetes clusters. 

• Higher operational costs due to reactive patching and incident recovery. 
   

What Defines a Strong Container Image Security Platform 

Not all tools deliver the same level of protection. The most effective container image security platforms combine automation, accuracy, and integration. 

Key qualities to look for include: 

1. Automated Vulnerability Remediation – The ability to rebuild, patch, or harden images without manual intervention. 

2. CI/CD Compatibility – Seamless integration with Jenkins, GitHub Actions, GitLab CI, and other pipeline tools. 

3. Multi-Registry Coverage – Support for Docker Hub, Amazon ECR, Google Artifact Registry, and private repositories. 

4. Continuous Monitoring – Automated detection of new CVEs that may affect existing images. 

5. Compliance Reporting – Audit-ready logs and documentation for frameworks like SOC 2 or ISO 27001. 

6. Operational Simplicity – A frictionless experience for developers, ensuring security does not slow delivery. 

Top Container Image Security Platforms for 2026 

1. Echo 

Echo is a cloud-native security solution that helps organizations eliminate container image vulnerabilities at the source. Its AI-powered technology focuses on producing zero-CVE container images by rebuilding them from clean source components with minimal dependencies.

This secure-by-design method enables development and operations teams to eliminate friction and deploy containers that meet stringent compliance and performance standards. 

Key Features 

• Zero-CVE Images – Echo builds images from scratch with the smallest possible footprint, drastically minimizing attack surfaces and effectively eliminating vulnerabilities at the source. 

• Automated Patching SLA – Security fixes are applied automatically, with critical or high-severity vulnerabilities handled within 24 hours and fully patched within 7 days. 

• Registry Mirroring and Auto-Cleanup – Private registries stay synchronized with the latest secure versions. 

• Backport Protection – Teams can continue using known, stable image versions while Echo backports security fixes to maintain functionality without breaking builds. 

2. Ubuntu Containers 

Ubuntu Containers, maintained by Canonical, offer trusted, long-term supported base images that prioritize stability and security.

Backed by Canonical’s maintenance policy and frequent updates, Ubuntu containers enable teams to deploy consistent, compliant workloads across public clouds, private environments, and hybrid infrastructure. 

Key Features 

• Long-Term Security Maintenance: Backed by Canonical’s extensive LTS support and proactive patching program for kernel and package vulnerabilities. 

• Continuous Vulnerability Updates: Regularly rebuilt to incorporate fixes for newly discovered CVEs and strengthen base security posture. 

• High Compatibility: Seamlessly integrates with Docker, Kubernetes, and OCI-compliant registries for multi-cloud flexibility. 

• Compliance Alignment: Provides hardening guidance and certified components to support CIS and NIST configuration standards. 

• Predictable Performance: Delivers reliable and optimized container environments that remain consistent across deployments. 

3. Google Distroless 

Google Distroless images deliver secure container construction by removing everything unnecessary – no shell, package manager, or debuggers.

Each image includes only the application and its runtime dependencies, minimizing the attack surface while improving efficiency and reliability for production-grade workloads. 

Key Features 

• Minimalist Architecture: Excludes non-critical components like a shell and package manager, drastically reducing vulnerabilities. 

• Smaller Footprint: Lightweight images deliver faster build, deployment, and startup times. 

• Secure Build Pipeline: Managed within Google’s verified infrastructure, ensuring integrity and consistency across releases. 

• Production-Ready Design: Optimized for immutable deployments in Kubernetes, serverless, and CI/CD environments. 

• Strong Community Adoption: Widely used by global developers and security teams seeking dependable, low-risk base images that reduce exposure to CVEs.. 

4. Alpine 

Alpine Linux is a lightweight, security-focused container base image widely used for building minimal, efficient applications.

Its musl libc and BusyBox-based architecture drastically reduce image size and attack surfaces, making it a popular choice for developers who value simplicity, speed, and tight control over dependencies. 

Key Features 

• Minimalist Design: Uses a compact architecture that minimizes attack surfaces and dependency complexity. 

• High-Speed Deployment: Ultra-small image size ensures rapid pulls and low resource consumption in CI/CD pipelines. 

• Regular Security Patching: Regularly updated by the Alpine community to address new CVEs and maintain stability. 

• Broad Compatibility: Supports a variety of programming languages and application stacks, with minor adjustments needed.. 

• Community-Driven Stability: Backed by a global open-source ecosystem committed to transparency, security, and continuous improvement. 

How These Solutions Support DevSecOps Workflows 

Integrating container image security tools into CI/CD pipelines strengthens collaboration between developers, security engineers, and operations teams. 
These platforms enable: 

• Shift-Left Security – Vulnerabilities are identified and resolved during the build phase. 

• Faster Releases – Automated remediation eliminates delays caused by manual patching. 

• Policy Enforcement – Security standards are consistently applied across teams. 

• Audit-Ready Reporting – Simplifies compliance and governance tracking. 

• Enhanced Reliability – Clean, consistent images lead to more stable production environments. 

How to Choose the Right Container Image Security Platform 

Selecting a platform should depend on your infrastructure, compliance needs, and operational goals. Consider these factors: 

1. Automation Level – Tools like Echo and Seal Security provide full automation for image rebuilding and patching. 

2. Compliance Requirements – If your organization operates under strict regulations, Docker Hardened Images offer built-in CIS compliance. 

3. Performance Goals – Teams focusing on speed and lightweight deployments may prefer Minimus. 

4. Integration Capabilities – Ensure the solution connects easily with existing CI/CD and container registry workflows. 

5. Scalability – Evaluate whether the tool can efficiently handle multiple environments and thousands of images. 

The right choice should strike a balance between proactive security, usability, and alignment with development velocity.

By integrating security into the build process, organizations eliminate the trade-off between speed and safety. 

The post 4 Top Container Image Security Platforms  appeared first on Cyber Security News.

DevSecOps, the practice of integrating security into every stage of the development lifecycle, is no longer a novel concept but a fundamental requirement for building resilient applications.

As we look toward 2025, several key trends are set to redefine how teams collaborate to ship secure code faster.

These shifts are driven by advancements in technology, the increasing complexity of software supply chains, and a growing need for efficiency.

For developers, security professionals, and operations teams, staying aware of these trends is crucial for building a forward-thinking security posture.

Let’s explore the seven DevSecOps trends that will shape the landscape in the coming year.

1. AI-Driven Security and Remediation

Artificial intelligence is moving beyond a buzzword and becoming a practical ally in security. In 2025, expect AI-driven tools to take on more sophisticated roles within DevSecOps.

These tools can analyze vast amounts of code and threat intelligence data to identify complex vulnerability patterns that traditional scanners might miss. For a deeper look into the transformative impact of AI on cybersecurity, see this World Economic Forum blog post.

More importantly, AI will increasingly assist with remediation. Instead of just flagging a problem, these advanced systems will suggest specific code fixes, generate patches, and even automate the process of creating a pull request.

This reduces the cognitive load on developers, accelerates patching, and helps teams address security debt more effectively. To explore the role of AI-driven automation in security, review this IBM Security Intelligence analysis.

2. Proliferation of Infrastructure as Code (IaC) Scanning

As more organizations embrace cloud-native architectures, Infrastructure as Code (IaC) has become the standard for managing environments.

Frameworks like Terraform and CloudFormation allow teams to provision and manage infrastructure through code, but this also introduces a new attack surface.

A misconfiguration in an IaC template can create widespread vulnerabilities across an entire cloud estate.

Consequently, IaC scanning is becoming a non-negotiable part of the DevSecOps toolkit. In 2025, we’ll see deeper integration of IaC scanning directly into the CI/CD pipeline.

These tools will automatically check for security misconfigurations, compliance violations, and exposed secrets before infrastructure is ever deployed, effectively shifting cloud security left.

3. Deeper Integration into the CI/CD Pipeline

The core promise of DevSecOps is automation, and the CI/CD pipeline is its engine. The trend is moving away from standalone security gates that halt development and toward seamless, “invisible” security checks that run in the background.

This means integrating various security scanners—SAST, DAST, SCA, and IaC—directly into build and deployment workflows.

A modern approach involves using a centralized platform like Aikido Security that can orchestrate these scanners and consolidate findings. This prevents tool sprawl and provides developers with a single, unified view of vulnerabilities.

The goal is to make security a frictionless part of the development process, providing fast feedback without slowing down innovation.

4. Emphasis on Software Supply Chain Security

Recent high-profile breaches have exposed the significant risks associated with the software supply chain. Attackers are increasingly targeting open-source dependencies, build tools, and registries to inject malicious code.

As a result, organizations are placing a greater emphasis on securing every link in their software supply chain.

In 2025, expect wider adoption of tools and practices like Software Bill of Materials (SBOM) generation and verification, dependency signing, and container image signing.

The focus will be on achieving greater visibility and control over the third-party components that make up modern applications, ensuring their integrity from source to deployment.

To learn more about software supply chain risks and recommended mitigation strategies, consider reviewing this U.S. Cybersecurity & Infrastructure Security Agency (CISA) guidance on software supply chain security.

5. Shift from Noise to Signal with Smart Triage

One of the biggest challenges in application security is the overwhelming noise generated by security scanners. Developers are often inundated with thousands of findings, many of which are false positives or low-priority issues.

This alert fatigue leads to important vulnerabilities being ignored. The next wave of DevSecOps tooling focuses on smart triage and prioritization.

By correlating findings from different scanners and enriching them with context—such as whether a vulnerability is actually reachable in the application’s code—these tools can automatically surface the most critical risks.

This allows security and development teams to focus their limited resources on the threats that truly matter.

6. The Rise of Developer-First Security Education

For DevSecOps to succeed, developers need to be empowered, not blamed. The trend is moving away from generic security training and toward contextual, just-in-time education.

Instead of sitting through annual PowerPoint presentations, developers will receive learning resources directly within their workflow.

When a security tool flags a vulnerability, it will also provide a link to a short video, a code example, or a concise document explaining the risk and how to fix it.

This approach makes learning more relevant and effective, helping developers build their security skills organically as they work.

7. Unified Security for Cloud and Code

Traditionally, application security (AppSec) and cloud security (CloudSec) have operated in separate silos. However, in modern cloud-native environments, the line between application code and the infrastructure it runs on is blurring.

A vulnerability can exist in the application logic, an open-source library, a container configuration, or a cloud service setting.

In 2025, organizations will increasingly seek unified platforms that provide visibility across both code and cloud. This holistic view is essential for understanding the complete risk picture.

By bringing AppSec and CloudSec together, teams can more effectively prioritize vulnerabilities based on their real-world impact and ensure that security is consistently applied from the first line of code to the production environment.

The post 7 DevSecOps Trends to Watch in 2025 appeared first on Cyber Security News.

Yet, many homeowners underestimate their importance—until a problem occurs. Properly designed and installed gutters can save thousands of dollars in potential repairs while enhancing your home’s overall appearance.

Investing in professional gutter installation ensures your drainage system is both effective and long-lasting. Expert installers use precise measurements, durable materials, and proven techniques to guarantee optimal performance.

With the right system in place, your home stays dry, secure, and protected year-round.

Why Quality Gutters Are Essential for Every Home

High-quality gutters are more than just an accessory—they are a critical part of your home’s defense against water intrusion. Without them, rainwater can seep into the foundation, damage siding, and create basement flooding.

Professional gutter installation services ensure that your drainage system is tailored to your home’s roofline and local weather conditions, providing consistent protection.

Gutters also preserve landscaping by preventing soil erosion and controlling runoff. A properly installed system reduces maintenance, prevents paint damage, and extends your home’s lifespan.

Whether you’re upgrading an old system or building new, investing in quality gutters means safeguarding your property’s value and appearance.

The Role of Professional Gutter Installation Services in Home Protection

Professional gutter installers don’t just attach pipes to your home—they design and implement a complete water management system.

Their job involves evaluating your roof’s slope, calculating water flow, and determining the ideal downspout placement to maximize drainage efficiency.

• Precise Measurements: Ensures seamless water flow without overflow or gaps.
• Custom Fitting: Gutters are cut and shaped on-site for a perfect match to your roofline.
• Secure Mounting: Experts use durable brackets and fasteners to withstand heavy rainfall.
• Leak Prevention: Seamless joints and high-quality sealants minimize long-term maintenance.
• Downspout Optimization: Proper placement prevents puddling near the foundation.

Common Signs You Need New Gutters or Replacement

Over time, gutters wear out due to weather exposure and accumulated debris. Recognizing when it’s time for replacement helps avoid serious home damage.

Watch for sagging sections, peeling paint, and visible cracks—these signs indicate that your gutters are no longer functioning as they should.

You may also notice water pooling near your home’s foundation or rust forming on metal gutters. Frequent clogging or leaks after heavy rain suggest that the system isn’t draining properly.

If you spot any of these issues, it’s time to consult a gutter installation expert for an evaluation.

Different Types of Gutters and Which One Suits Your Home Best

Gutters come in a variety of shapes, materials, and designs—each suited to specific architectural styles and climates. Understanding the differences helps you choose the most efficient and aesthetically pleasing option for your home.

The Step-by-Step Gutter Installation Process Explained

Installing gutters requires precision and proper planning to ensure long-lasting performance. Professionals follow a systematic process that guarantees both functionality and curb appeal.

• Assessment: The installer measures your roofline and identifies optimal downspout locations.
• Preparation: Old gutters are removed, and fascia boards are inspected for rot or damage.
• Customization: New gutters are cut to exact dimensions and shaped on-site.
• Installation: Gutters are securely fastened with brackets and angled for proper drainage.
• Final Inspection: The system is tested for leaks and aligned for efficient water flow.

Gutter Materials Compared: Aluminum, Vinyl, Copper, and Steel

Each gutter material has its own advantages and maintenance requirements. The right choice depends on your climate, budget, and desired aesthetics.

Aluminum is lightweight, rust-resistant, and cost-effective—ideal for most homes. Vinyl offers affordability and easy installation but may warp in extreme temperatures.

Copper provides a luxurious appearance and exceptional durability, though it comes with a higher price tag. Steel gutters are extremely strong and suited for regions with heavy rain or snow.

Understanding the pros and cons of each material helps you invest in a system that fits your needs and lasts for decades.

Maintenance Tips to Keep Your Gutters Flowing Smoothly

Regular maintenance ensures your gutters continue working efficiently and prevents clogs, leaks, and overflow.

A simple maintenance routine can extend the system’s life and save money on future repairs.

• Clean Regularly: Remove debris at least twice a year, especially after fall and spring.
• Inspect Seams and Joints: Check for leaks or gaps and reseal when needed.
• Flush Downspouts: Ensure clear water flow and remove blockages with a hose.
• Trim Nearby Trees: Prevent leaves and twigs from falling into the gutters.
• Install Gutter Guards: Reduce buildup and cut cleaning time by half.

Common Gutter Problems and How Professionals Fix Them

Even with regular maintenance, gutters can develop problems over time. Leaks, sagging sections, and corrosion are the most common issues. Professionals can reseal joints, reinforce hangers, and replace damaged sections to restore function.

In some cases, improper slope causes water to pool or overflow. Expert technicians realign the system to ensure proper drainage.

Addressing these issues promptly protects your roof and foundation while preventing expensive structural repairs.

How Proper Gutter Installation Improves Energy Efficiency and Home Value

While gutters are primarily designed for drainage, they also contribute to energy efficiency and property value.

Efficient gutter systems prevent water from seeping into walls and insulation, which can compromise thermal performance. By keeping your home dry and airtight, they help maintain a comfortable indoor temperature year-round.

Moreover, new gutters improve curb appeal and increase market value, especially when made of premium materials like copper or seamless aluminum.

For homeowners planning to sell, professionally installed gutters signal quality maintenance and attention to detail.

Choosing the Right Contractor for Gutter Installation Services

The success of your gutter system depends heavily on the skill and experience of your installer.

Look for contractors with proper licensing, insurance, and a strong reputation. Reading reviews, requesting references, and comparing detailed quotes can help you make the right choice.

Reliable professionals provide written warranties, transparent pricing, and clear communication throughout the project.

Hiring the right company ensures your gutters are installed correctly, efficiently, and built to last.

The post Gutter Installation Services: Protecting Your Home from Water Damage the Smart Way appeared first on Cyber Security News.

For decades, companies have used email attachments and shared folders for general use, or services like Dropbox or Google Drive to conduct transactions.

While these technologies are wonderful for large file transfer and team projects, they don’t work very well when you need to handle sensitive, high-stakes material.

When Virtual Data Rooms come into play Virtual Data Room (VDR) solutions like those on this page are beyond storing files in the cloud.

It’s a highly secure, specialized online storage made for exchanging and managing sensitive information during important business operations.

If you’ve ever worried about an email attachment going to the incorrect inbox or a shared link being sent to someone who shouldn’t have it, it’s time to learn why specialized virtual data room services are better than regular file-sharing techniques.

Core Difference: Security and Control

The biggest difference between attachments vs VDR and shared files is how much protection and control they provide.

When you send sensitive files by email or a regular shared drive, you lose control as soon as the file leaves your computer or the connection is made.

Lead data room providers render secure solutions from the bottom up to ensure authorized access and keep data from leaking.

Role-Based Granular Access Control

When you share a folder, you usually only go in or out of it. Permissions are too wide, which makes it hard to set up and revoke access anytime.

A VDR lets you regulate access control by role. This means you may specify who can read, print, download, or change a file, even down to the document level.

For example, you may give a prospective investor “view-only” access to the financial predictions but not let them download or print the contracts that are behind them.

To keep things private, robust protection is vital while it keeps your sensitive data (internal papers, management meeting minutes, or proprietary research, etc.) safe from outside third-party access.

Imagine sending a crucial contract over email and having it fail the next day. How do you ensure the other person deletes and stops utilizing the file? You can’t. They have the file on their hard disc.

One of the best things about a VDR is that you may take away access at any moment. Because the documents are only visible in the secure environment of the data room, an administrator can easily revoke a user’s access to any or all documents with a click.

This effectively “shreds” the digital file from their access, even if they just downloaded or viewed it.

With email attachments or even most basic shared files, you can’t have this kind of quick, assured management.

Collaboration and Organization: Beyond File Storing

Due diligence and other important business operations include hundreds or thousands of papers and multiple actors within and outside your corporate setting.

Whenever things get this complicated, generic tools break down, causing turmoil and delays. They just cannot match the needs of secure external collaboration.

Keeping Integrity and Avoiding Version Conflicts

When many people are working on a document in a shared folder, it’s hard to keep track of the most recent version, let alone prevent version conflicts.

Version clashes are unbearable. Has someone forgotten to send in the final draft? Is it a draft of the contract with previous terms, or the final version?

A VDR has strong document version control. It keeps track of changes automatically, provides the audit history, and clearly identifies the most recent version so that everyone is practically on the same page.

This is the surest way to get rid of mistakes made by people, saves lots of precious time needed for cross-referencing, and keeps your document collection safe.

Coping with Big Files

Email attachments are known for having size constraints.

Even though general shared drives well manage the circulation of large amounts of files, VDRs are better suited for processing huge amounts of large documents, common for complex transactions like mergers and acquisitions.

VDRs are designed to upload, organize, and instantly display diverse data, including high-resolution photos, videos, and complicated CAD files.

Administrators save lots of time thanks to one-time submission, automatic indexing, and converting vast amounts of files.

The Audit Trail Advantage: Compliance and Responsibility

In a high-stakes situation, responsibility is not a choice; it is a compliance requirement. This is where a VDR really stands out from all other options.

Full Activity Logging

A VDR keeps a full record of everything that happens. It keeps track of every activity a user does:

· When they log in

· Which documents do they look at

· How long do they look at them

· If they print or download a file.

This information provides corporate management with an unparalleled look into how users are interacting with the site, frequently in the form of heatmaps and reports.

It also helps detect suspicious behaviors and serves as an unbreakable record for compliance reasons.

Watermarking and Removing

Dynamic watermarking and redaction are security features offered by leading virtual data room providers:

· Dynamic watermarking. This adds a user-specific watermark (name, IP address, date/time) to read or printed documents. This high barrier makes it easier to figure out who shared something without authorization, providing more protection than email and shared files.

· Redaction. VDRs enable you to digitally black out sensitive document content before sharing. This ensures you only disclose necessary information while protecting trade secrets and personal data. For GDPR or HIPAA compliance, this is crucial.

Conclusion: Picking the Right VDR

While email attachments and cloud shared folders are suitable for regular use, they are not safe enough to keep and manage private corporate information in complex transactions.

When you cope with sensitive data, which involves the participation of external parties, needs granular control, and assumes an auditable record of access, the option is apparent.

By using the virtual data room services, you save yourself from an abundance of attachments and shared links. You get a centralized, secure, and regulated deal environment.

A VDR not only keeps your most important assets safe, but it also makes your job easier and helps you conclude transactions quickly and confidently.

The post When A Data Room Beats Attachments And Shared Folders appeared first on Cyber Security News.

Yet, while early operators often struggled with lax security, today’s leading crypto casinos are evolving fast. In fact, they’re now adopting safeguards that rival major financial institutions. 

From High Risk to High Security

In the early days, some crypto casinos had a reputation for taking risks. This is because they lacked regulation, ran anonymous operations, and held user funds in single-signature wallets vulnerable to theft.

However, in recent years, the majority of these casinos have shed themselves of that reputation.

Licensed platforms now apply the same compliance frameworks used by fintech companies, such as Know Your Customer (KYC) verification, cold storage, and multi-signature authentication for withdrawals.

Some operators are even hiring external cybersecurity auditors to test vulnerabilities and certify wallet systems.

While the overall volume of crypto-related theft remains significant, experts have noted that proactive defense measures are improving.

Like major crypto exchanges, many casinos are focusing on layered protection and rapid threat detection.

This is similar to the ways exchanges prevent phishing attacks through user education, multi-factor authentication, and continuous monitoring, which are all strategies increasingly adopted across the crypto gaming space. 

Blockchain as a Built-In Defense

Blockchain’s transparency is one of the main reasons crypto casinos have become harder to exploit. Every transaction is logged, traceable, and verifiable in real time, leaving little room for manipulation or hidden losses. 

Industry-leading platforms like Stake, as well as many Stake casino alternatives, have built their infrastructure around this principle.

This means they use on-chain verification to give players confidence that results and payouts can’t be altered behind the scenes.

Some casinos also use provably fair algorithms. These systems allow users to confirm every game outcome through cryptographic proofs, often by combining a hidden server seed with a public client seed to generate an unalterable result.

Others rely on decentralized random number generation (RNG) to eliminate any chance of code bias or insider tampering. 

This combination of transparency and automation greatly improves fairness. Plus, it strengthens data integrity and reduces opportunities for payout manipulation. 

Immutable ledgers and public verification are also becoming essential tools against digital fraud, and the gaming sector has been one of the fastest to adopt them. 

AI-Driven Threat Detection and Real-Time Monitoring

Machine learning and behavioral analytics provide crypto casinos with another layer of protection. These advanced systems continuously track user logins, transaction timing, and fund movements to identify suspicious activity before it becomes a breach. 

On top of that, some platforms deploy “honeypot” wallets, which are decoy targets designed to lure and expose attackers. Security teams monitor these traps to update threat intelligence databases and pre-empt similar patterns elsewhere. 

By combining predictive analytics with continuous blockchain analysis, crypto casinos can detect wallet-draining attempts or API exploits in seconds.

This results in reduced downtime, faster recovery, and lower financial impact for both players and operators. 

The Human Layer

While algorithms handle most of the heavy lifting, human behavior is naturally still a weak link. So, preventing phishing attacks, password reuse, and key-sharing mistakes is crucial for security.

That’s why crypto casinos continue to tighten access controls. For example, two-factor authentication (2FA), biometric verification, and address whitelisting are now standard on most high-volume crypto casino platforms.

Many implement time-locked withdrawals and IP-based access limits too, which reduce exposure even when credentials are compromised.

Alongside all of this, user education has steadily improved. Now, casinos often include built-in tutorials and alerts warning players about fake wallet pop-ups or phishing links.

This demonstrates a level of proactive awareness that reflects the industry’s growing maturity. 

The post How Crypto Casino Security Is Becoming More Sophisticated Than Ever appeared first on Cyber Security News.