TECHNOLOGY

Why More Businesses Are Turning to IT Contract Staffing for Cybersecurity Projects

Published

1 year ago

December 27, 2024

In today’s interconnected world, cybersecurity is no longer just an IT issue—it’s a business priority. From data breaches to ransomware attacks, the threat landscape is constantly evolving, and businesses are under immense pressure to protect their data, assets, and reputation. With the increasing complexity of cyber threats and the need for real-time solutions, organizations are realizing that relying on their internal teams alone may not be enough. This is where IT contract staffing for cybersecurity projects is becoming a game-changer.

As businesses look to bolster their defenses, IT contract staffing offers an effective solution. By tapping into a specialized pool of cybersecurity professionals on a temporary or contract basis, organizations can strengthen their security infrastructure, quickly respond to emerging threats, and keep up with the fast-paced advancements in cybersecurity. The shift towards IT contract staffing is becoming particularly prevalent in cybersecurity, where expertise, agility, and scalability are crucial.

Addressing the Talent Shortage in Cybersecurity

One of the most significant challenges businesses face in cybersecurity today is the talent shortage. The demand for skilled cybersecurity professionals far exceeds the available supply. According to recent studies, there are millions of unfilled cybersecurity jobs globally, and this gap is growing every year. For businesses, this means that finding the right talent for cybersecurity projects—whether it’s a security audit, threat detection, or incident response—can be a lengthy and costly process.

IT contract staffing services provide a solution to this problem by giving businesses access to a vast network of cybersecurity experts who are ready to step in and contribute to specific projects. Instead of waiting for months to hire full-time cybersecurity employees, businesses can quickly onboard contractors with the expertise required to address immediate security challenges. This not only accelerates the hiring process but also ensures that businesses are working with professionals who have the specific skills needed to tackle the task at hand.

Moreover, contracting allows businesses to be more strategic in filling critical roles without being tied down by long-term commitments. They can tap into high-level expertise on a project-by-project basis and scale their workforce based on the severity of their cybersecurity needs.

Navigating the Complexity of Cybersecurity Threats

Cybersecurity is no longer a simple matter of setting up firewalls and running antivirus software. The digital landscape is more complex than ever, and cyber threats are becoming increasingly sophisticated. From advanced persistent threats (APTs) to zero-day vulnerabilities, organizations need professionals who can understand the nuances of these threats and create tailored security strategies.

IT contract staffing allows companies to bring in experts with specialized knowledge of specific cybersecurity domains. For example, a business facing a complex DDoS attack might bring in a contractor with expertise in network defense. Alternatively, an organization undergoing a cloud migration could benefit from the services of a cloud security expert to ensure that data is adequately protected in a new environment.

Contractors bring fresh perspectives and up-to-date knowledge of the latest security trends, tools, and attack vectors. Their experience across different industries and projects equips them with the ability to respond quickly and effectively to emerging threats. This is particularly valuable in a cybersecurity environment where new vulnerabilities are discovered regularly, and traditional methods of defense need constant refinement.

Flexibility and Scalability for Cybersecurity Projects

Cybersecurity threats are unpredictable. A business might be fine one day and face a targeted attack the next. In such a dynamic environment, flexibility is key. IT contract staffing provides the agility to scale up or down based on the urgency and complexity of the cybersecurity project.

For instance, when a business experiences a breach, the need for skilled professionals is immediate. Rather than relying on permanent staff who may not be available or lack the required experience, companies can turn to IT contract staffing agencies to quickly deploy a team of experts capable of containing the breach, investigating the source, and mitigating further damage. Once the incident is resolved, the company can reduce the workforce, ensuring that they only pay for the talent they need when they need it.

Additionally, businesses can use IT contract staffing to augment their internal cybersecurity teams during peak times or for special projects. This could include activities such as compliance audits, security assessments, penetration testing, or post-incident recovery. With contract professionals, businesses can handle fluctuating workloads and ensure that they have the resources to meet critical deadlines without overburdening their internal staff.

Cost-Effectiveness and Budget Flexibility

Cybersecurity is an essential part of modern business, but it can also be expensive, especially when you need to invest in ongoing protection, tools, and the talent required to manage it. Full-time cybersecurity staff, along with the costs of recruitment, training, and retention, can quickly become a significant financial commitment. For many businesses, particularly smaller enterprises or startups, keeping a large cybersecurity team on payroll may not be financially viable.

IT contract staffing offers a more budget-friendly approach. Since contractors are typically hired on a temporary or project-specific basis, businesses can avoid the high overhead costs associated with permanent employees. This pay-as-you-go model allows businesses to allocate their resources efficiently, focusing on high-priority cybersecurity tasks without committing to long-term contracts or salaries.

Moreover, businesses can tailor the staffing solution to their specific project needs. For example, if a company only requires cybersecurity expertise for a specific phase of product development, it can hire contractors just for that phase, without the ongoing costs associated with full-time staff. This flexibility allows companies to remain agile, adjusting their cybersecurity workforce based on their current security needs and available budget.

Meeting Regulatory and Compliance Demands

In addition to protecting data and systems from cyber threats, businesses must also navigate the complex world of cybersecurity regulations and compliance standards. From GDPR to HIPAA and PCI-DSS, there are numerous regulatory frameworks that businesses must adhere to, depending on their industry and geographical location.

Compliance requires specialized knowledge of the rules and frameworks, as well as a thorough understanding of how they apply to the business’s cybersecurity posture. IT contract staffing services allow businesses to bring in experts with deep knowledge of the relevant regulations and how to achieve compliance. Whether it’s conducting risk assessments, implementing security controls, or preparing for audits, cybersecurity contractors can ensure that businesses stay on track with compliance requirements.

By leveraging contract talent with compliance expertise, organizations can address these challenges without having to train internal staff or hire permanent employees solely for regulatory purposes.

Keeping Pace with the Fast-Moving Cybersecurity Landscape

Cybersecurity is an industry that evolves at a lightning-fast pace. New technologies, attack methods, and best practices emerge frequently, and organizations must stay ahead of the curve to defend against evolving threats. Keeping internal teams up-to-date with the latest developments can be a challenge, particularly when the organization is focused on other areas of business.

IT contract staffing allows businesses to tap into the cutting-edge expertise needed to stay current in the cybersecurity field. Contractors often specialize in the latest security tools and trends, including blockchain security, AI-powered threat detection, and secure software development. By bringing in these experts, businesses ensure they are not only reacting to the threats of today but are also proactively preparing for the cybersecurity challenges of tomorrow.

As the cybersecurity landscape continues to evolve, the importance of specialized expertise in protecting business assets grows. Businesses that embrace IT contract staffing for their cybersecurity projects are positioning themselves to be both responsive and resilient in the face of an ever-changing threat environment.

In the increasingly complex world of cybersecurity, businesses need to be agile, proactive, and equipped with the best talent. IT contract staffing services offer a compelling solution for addressing the challenges organizations face in securing their digital environments. From filling talent gaps quickly and offering specialized expertise to providing scalability and cost-effectiveness, contract staffing allows businesses to remain responsive and resilient in the face of cyber threats. In a time when the stakes have never been higher, leveraging IT contract staffing is a strategic move that can provide businesses with the competitive edge they need to protect their data, operations, and reputation.

TECHNOLOGY

Mac Računala: Exploring History, Features, and Apple Innovations

Published

4 hours ago

February 4, 2026

Admin

Introduction to Mac Računala (Croatian for Mac Computers)

Mac računala are now recognized worldwide for their cutting-edge technology, sleek design, and dependable performance. Since their debut, these computers have transformed the way we interact with technology. For many users around the globe, a Mac isn’t just a tool; it’s an essential part of their creative journey and everyday tasks. Whether you’re a student, professional designer, or simply someone who values quality tech, understanding what makes Mac računala stand out is crucial. Let’s dive into the fascinating history behind Apple’s iconic machines and explore why they remain popular today!

What is Mac Računala?

Mac računala, known as Mac computers, are Apple’s signature range of personal computing devices. Known for their sleek design and user-friendly interface, these devices cater to both casual users and professionals alike.

Running on macOS, Apple’s proprietary operating system, Mac računala provide a seamless experience with smooth performance. The software is tailored to maximize hardware efficiency while ensuring security and stability.

These machines come equipped with high-quality displays and powerful processors that enhance productivity. Whether you’re into graphic design, video editing, or simply browsing the web, there’s a Mac model suited for your needs.

The ecosystem surrounding Mac računala is also noteworthy. Integration with other Apple devices makes it easy to sync data across platforms effortlessly. This interconnectedness adds significant value for anyone already using iPhones or iPads.

The History of Mac Računala

Mac računala first entered the market in 1984 with the groundbreaking debut of the original Macintosh. This was a groundbreaking moment, introducing a user-friendly graphical interface that set it apart from other computers of its time.

Apple aimed to democratize technology, making it accessible for everyday users rather than just tech enthusiasts. The Macintosh quickly garnered attention for its innovative design and intuitive usability.

Throughout the years, Mac računala evolved significantly. The introduction of models like the PowerBook and iMac showcased Apple’s commitment to blending aesthetics with functionality.

In the early 2000s, Apple transitioned to Intel processors, enhancing performance while retaining their signature sleek design. Each iteration brought advancements that captivated loyal fans and new users alike.

Today’s Mac računalas are not just tools; they represent a legacy of innovation that continues to inspire creativity across various fields.

Unique Features of Mac Računala

Mac računala are known for their sleek design and intuitive user experience. One standout feature is macOS, the operating system that powers these machines. It offers seamless integration with Apple’s ecosystem, allowing users to connect effortlessly with iPhones and iPads.

Another unique aspect is the Retina display, which provides stunning visuals and vibrant colors. This makes Mac computers a favorite among creative professionals who rely on high-quality graphics.

Additionally, security features like Touch ID enhance user privacy. This biometric authentication adds an extra layer of protection without sacrificing convenience.

The build quality also deserves mention; aluminum unibody designs not only look elegant but ensure durability. Each component works harmoniously together for superior performance.

The trackpad on Mac laptops stands out due to its responsiveness and gesture support, providing an unmatched navigation experience compared to traditional mice.

Apple Innovations in Mac Computers

Apple has consistently pushed the boundaries of innovation with its Mac računala. One notable advancement is the introduction of Apple silicon, starting with the M1 chip. This new architecture improves performance and energy efficiency, redefining what users can expect from their machines.

Another significant leap was the Retina display technology. It offers stunning visuals with sharp text and vibrant colors, making it a favorite among creative professionals who rely on precise graphics.

The seamless integration between macOS and hardware sets Mac računala apart from competitors. Features like Handoff and AirDrop enhance productivity by allowing users to switch effortlessly between devices.

Moreover, Apple’s commitment to security is evident in features like Touch ID and FileVault encryption. These innovations ensure that user data remains secure without sacrificing convenience or usability.

Each iteration of Mac računala reflects Apple’s dedication to creating powerful tools tailored for both casual users and industry leaders alike.

Popular Models of Mac Računala

When it comes to popular models of mac računala, the MacBook Air stands out. Known for its sleek design and lightweight build, it’s perfect for on-the-go users. With impressive battery life and solid performance, it appeals to students and professionals alike.

The MacBook Pro takes things a step further with powerful hardware tailored for creative tasks. Its Retina display offers stunning visuals that graphic designers love. Plus, the Touch Bar enhances productivity by providing context-specific controls.

For those who prefer a desktop experience, the iMac is a favorite choice. The all-in-one design saves space without sacrificing power or functionality.

There’s the Mac mini—small but mighty. This compact computer packs a punch for home offices or entertainment setups while being highly affordable compared to other models in Apple’s lineup. Each model caters to different needs, ensuring there’s a mac računalo for everyone’s lifestyle.

How to Choose the Right Mac for You?

Choosing the right Mac računala can feel overwhelming with so many options available. Start by identifying your primary use. Are you a creative professional, student, or casual user?

For graphic design and video editing, consider a MacBook Pro for its powerful performance. If portability is key, the MacBook Air offers great battery life and lightweight design.

Next, think about screen size. A larger display can enhance productivity for multitasking while smaller screens are more portable.

Also pay attention to storage and memory capacity. Depending on your work needs, opt for models with higher specs to ensure smooth performance.

Don’t forget about budget constraints. Apple’s range includes various price points catering to different users without sacrificing quality.

Conclusion

Mac računala have transformed the computing landscape since their inception. With a blend of innovation, design, and functionality, they appeal to both casual users and professionals alike. As we explored the rich history of these computers, it’s clear that Apple has consistently pushed boundaries to enhance user experience.

From groundbreaking hardware features to seamless software integration, Mac računala stand out in a crowded market. Whether you’re drawn to the lightweight MacBook Air or the powerful Mac Pro, there’s something for everyone in Apple’s lineup.

Choosing your ideal model requires careful consideration of your needs and preferences. Each Mac offers unique strengths tailored for different tasks—be it graphic design, programming, or simple daily browsing.

As technology continues evolving at breakneck speed, one thing is certain: mac računala will remain at the forefront of innovation and creativity. Your perfect companion awaits within Apple’s offerings; all you need is to explore what fits best into your life.

TECHNOLOGY

DSLR Cameras Explained: Why They’re Still Popular in the Age of Mirrorless

Published

8 hours ago

February 4, 2026

Admin

Over the last few years, mirrorless technology has taken the spotlight in the photography world. New launches, lighter bodies, and cutting-edge features have made mirrorless cameras the go-to choice for many professionals and content creators for DSLR Cameras. Yet, despite this shift, the DSLR camera continues to hold its ground.

So why are DSLR cameras still popular in the age of mirrorless? The answer lies in reliability, familiarity, and real-world performance that many photographers still trust.

What Is a DSLR Camera?

A DSLR camera (Digital Single-Lens Reflex) uses a mirror mechanism that reflects light from the lens into an optical viewfinder. When you press the shutter, the mirror flips up, allowing light to hit the sensor and capture the image.

This design has been the backbone of digital photography for decades. While it may seem “old school” compared to mirrorless systems, it remains highly effective for a wide range of photography needs.

Reliability Built Over Decades

One of the biggest reasons photographers still choose DSLR cameras is reliability. These cameras have been refined over many years, resulting in solid performance, durable bodies, and predictable behavior in different shooting conditions.

For professionals who shoot events, sports, or wildlife, reliability matters more than having the newest feature. A DSLR camera is known for consistent autofocus performance, long battery life, and robust construction—especially in demanding environments.

Optical Viewfinder: A Natural Shooting Experience

Unlike mirrorless cameras that rely on electronic viewfinders, DSLR cameras use optical viewfinders. This allows photographers to see the scene directly through the lens with no digital processing or lag.

Many photographers prefer this natural viewing experience, especially when shooting fast-moving subjects. There’s no screen refresh delay, no blackout issues, and no electronic distractions—just a clear, real-time view of the scene.

Exceptional Battery Life

Battery life is another area where DSLR cameras clearly stand out. Because they don’t rely heavily on electronic screens or viewfinders, they consume far less power.

For travel photographers, wedding shooters, or anyone working long hours, being able to shoot thousands of photos on a single battery charge is a major advantage. This is one reason DSLR cameras remain popular among professionals who can’t afford interruptions.

A Massive Lens and Accessory Ecosystem

DSLR systems have been around long enough to build an enormous ecosystem of lenses and accessories. From affordable prime lenses to professional telephoto glass, photographers have countless options to choose from.

Additionally, many DSLR users already own lenses and accessories that work perfectly well. Switching to mirrorless often means investing in new gear, which isn’t always practical or necessary.

Cost-Effective and Beginner-Friendly

While mirrorless cameras tend to be priced at a premium, DSLR cameras often offer better value—especially for beginners. Entry-level DSLR models provide excellent image quality, full manual control, and interchangeable lenses at a lower cost.

For those learning photography fundamentals, a DSLR camera is an excellent teaching tool. It encourages understanding exposure, composition, and lens behavior without overwhelming users with complex menus or advanced features they may not need.

Image Quality Still Competes

A common misconception is that DSLR cameras produce inferior image quality compared to mirrorless systems. In reality, image quality depends more on sensor size, lens quality, and photographer skill than on the presence of a mirror.

Modern DSLR cameras are still capable of producing stunning photos with excellent dynamic range, sharpness, and color accuracy—on par with many mirrorless cameras.

Why DSLR Cameras Still Matter Today

Mirrorless cameras are undoubtedly the future, but that doesn’t make DSLR cameras obsolete. For many photographers, they remain practical, dependable, and enjoyable to use.

Whether it’s the tactile feel, optical viewfinder, battery endurance, or affordability, DSLR cameras continue to meet real-world needs that go beyond trends and marketing.

Final Thoughts

In the fast-moving world of digital cameras, newer doesn’t always mean better for everyone.DSLR cameras have earned their place through years of proven performance and user trust.

TECHNOLOGY

Best AI Video Editing, Photo Editing, and Creative Tools of 2026: Complete Expert Comparison Guide

Published

1 day ago

February 3, 2026

Haider Ali

As of 2026, artificial intelligence has completely reshaped how creators, marketers, developers, and startup teams produce digital content. AI tools now automate video creation, simplify advanced photo editing, and dramatically reduce production time across industries.

The biggest challenge is no longer whether AI tools work — it’s identifying which platforms deliver consistent quality, scalability, and workflow efficiency. After extensive testing across marketing campaigns, content pipelines, and social media production, I’ve compiled a detailed comparison of the best AI creative tools currently available.

If you want faster production without sacrificing creative quality, this guide breaks down the top AI platforms worth using in 2026.

Best AI Creative Tools of 2026 at a Glance

Tool	Best Use Case	Modalities	Platform	Free Plan	Ideal Users
Magic Hour	All-in-one AI creative production	Video + Photo + Animation	Web	Yes	Agencies, startups, creators
Runway	Advanced AI video editing	Video + Motion	Web	Yes	Film creators and video editors
Pika Labs	Rapid short-form video generation	Video	Web	Limited	Social media creators
Adobe Firefly	Enterprise creative editing	Video + Image	Desktop + Web	Yes	Professional design teams
Midjourney	Artistic AI photo generation	Image	Web + Discord	No	Designers and concept artists
Remaker AI	Avatar and identity-based media	Image + Video	Web	Yes	Influencers and marketing teams

Magic Hour — The Most Complete AI Creative Platform of 2026

Magic Hour leads the AI creative production industry by combining video generation, editing, and image transformation inside a single workflow environment. During my testing, it consistently outperformed competitors in terms of automation depth and production speed.

One standout feature is its powerful ai image editor, which allows creators to generate, refine, and modify visuals using simple prompt instructions rather than manual editing tools. This drastically reduces editing time for marketing assets, brand visuals, and social media graphics.

Magic Hour also excels as an AI text to video generator, enabling creators to convert scripts or ideas directly into high-quality videos with animated scenes and voice synchronization.

Additionally, Magic Hour provides one of the industry’s most advanced face swap technologies, widely recognized as the best AI face swap tool for branded content, storytelling, and personalized marketing campaigns.

Another key advantage is the platform’s image to video engine, which transforms static assets into fully animated visual content with minimal effort.

Magic Hour also includes high-quality lip sync capabilities, allowing creators to produce natural dialogue animations for training videos, advertisements, and educational content.

Pros:

Fully integrated AI production workflow
High-quality video and image automation
Advanced facial animation and synchronization
Beginner-friendly user interface
Regular feature updates and AI model improvements

Cons:

Advanced rendering options require premium plans
Enterprise integration features are still expanding

From my experience testing real-world marketing workflows, Magic Hour reduced average production time by nearly 40%. For startups and agencies producing high-volume content, this platform provides exceptional efficiency.

Pricing:
Free tier available with paid subscription tiers based on usage and feature access.

Runway — Best AI Video Editing Platform for Professional Production

Runway continues to be a top choice among professional video creators and digital production teams. The platform offers advanced AI editing features including object removal, motion tracking, and cinematic video transformation.

Pros:

Strong cinematic video editing tools
Powerful AI motion tracking and scene modification
Excellent video generation quality
Suitable for professional film production

Cons:

Higher learning curve for beginners
Rendering performance can vary during peak demand
Requires technical prompting skills

During testing, Runway performed exceptionally well when modifying live-action footage and enhancing existing video projects. If your focus is post-production enhancement, Runway remains a strong choice.

Pricing:
Free version available with limited credits. Premium plans offer expanded rendering capacity.

Pika Labs — Fastest AI Tool for Social Media Video Creation

Pika Labs focuses on speed and simplicity, making it one of the best tools for rapid content experimentation and short-form video production.

Pros:

Extremely fast video generation
Simple and intuitive interface
Strong performance for social media content
Great for rapid campaign testing

Cons:

Limited editing customization
Video quality depends heavily on prompt clarity
Not ideal for long-form video projects

While testing social campaign content, Pika Labs delivered faster rendering than most competitors. It works particularly well for creators experimenting with new visual concepts.

Pricing:
Freemium model with additional generation capabilities available through subscription plans.

Adobe Firefly and Creative Cloud — Best AI Platform for Enterprise Editing

Adobe Firefly integrates AI tools directly into industry-standard editing software such as Photoshop, Premiere Pro, and After Effects.

Pros:

Seamless integration with professional design workflows
Reliable image generation and editing tools
Strong compliance and enterprise support
Large training and community ecosystem

Cons:

Higher subscription cost
Some video AI features still evolving
Requires installation and licensing

Adobe Firefly is ideal for organizations that want to add AI capabilities to established production pipelines without switching software ecosystems.

Pricing:
Available through Creative Cloud subscription packages.

Midjourney — Best AI Platform for Creative Image and Concept Design

Midjourney remains one of the strongest AI platforms for artistic image generation and design experimentation.

Pros:

Exceptional creative and stylized image output
Consistent artistic quality
Popular among branding and design teams
Large creative community support

Cons:

Limited native video editing tools
Requires integration with external video software
Discord interface may challenge new users

Midjourney excels in pre-production visualization, concept art, and brand identity creation.

Pricing:
Subscription-based service with multiple access tiers.

Remaker AI — Best AI Avatar and Personalized Content Tool

Remaker AI specializes in identity-based content production including avatar creation and influencer marketing visuals.

Pros:

Easy avatar generation
Strong marketing personalization capabilities
Supports branded influencer campaigns

Cons:

Limited full production editing features
Output realism varies by use case

Remaker AI works well for brands building character-driven content strategies or personalized digital marketing experiences.

Pricing:
Freemium access with premium customization plans.

How I Evaluated These AI Creative Tools

I spent three weeks testing each platform using real production workflows rather than simple demo projects. The evaluation process focused on practical creative production scenarios used by agencies and startup teams.

Testing Criteria:

Output Quality

Measured visual clarity, animation accuracy, and rendering resolution.

Production Speed

Evaluated rendering times and automation efficiency.

User Experience

Analyzed learning curves and workflow clarity.

Automation Depth

Measured ability to reduce manual editing processes.

Pricing Value

Compared cost relative to creative output quality.

Innovation Frequency

Reviewed update cycles and feature expansion momentum.

The AI Creative Market Landscape in 2026

The AI content production industry is evolving rapidly, driven by three major trends.

All-in-One AI Production Platforms Are Leading the Market

Creators are shifting away from using multiple disconnected tools. Platforms that combine video generation, editing, and automation inside one system are gaining dominance.

Creative teams now prioritize workflow efficiency over isolated feature depth.

Natural Language Editing Is Becoming the Industry Standard

Prompt-based editing allows creators to describe visual changes rather than manually executing them. This reduces production complexity and accelerates content development timelines.

According to research published by Gartner, AI-powered creative automation is expected to manage over 60% of marketing video production workflows by 2027.

Synthetic Media Adoption Is Expanding Across Industries

AI-generated avatars, automated localization, and digital character animation are now widely used in:

Corporate training programs
Marketing personalization campaigns
Customer support and onboarding videos
Global advertising localization

Final Takeaway: Choosing the Best AI Creative Tool in 2026

Each AI creative platform excels in specific use cases:

Best Overall AI Production Platform: Magic Hour
Best Professional Video Editing AI: Runway
Best Fast Social Video Generator: Pika Labs
Best Enterprise Editing Ecosystem: Adobe Firefly
Best AI Artistic Image Generator: Midjourney
Best AI Avatar and Branding Tool: Remaker AI

From my testing, Magic Hour delivers the strongest balance between automation, production quality, and usability. However, creative teams should experiment with multiple platforms before selecting a primary production workflow.

The creators who test new tools early consistently outperform those who wait for industry standardization.

Frequently Asked Questions

What is the best AI video editing tool in 2026?

Magic Hour and Runway currently lead the AI video editing market, offering advanced automation and high-quality rendering capabilities.

Can AI replace professional video editors?

AI significantly reduces repetitive editing tasks but still requires human creativity and storytelling direction.

Which AI creative tool is best for beginners?

Prompt-based tools like Magic Hour and Pika Labs provide the easiest entry point for new creators.

Are AI face swap tools safe and ethical?

Most platforms include ethical guidelines and watermarking features. Users should ensure proper permissions before using identity-based editing technologies.