Stackable homes are also referred to as modular housing or prefabricated units that are designed to be stacked either vertically or horizontally to form row housing. Built-in pre-fabricated modules, these homes are assembled on-site and allow for multi-story living. This makes them an ideal solution for affordable housing in urban areas where space is limited. As the demand for housing grows and available land shrinks, stackable homes offer a scalable approach to addressing the housing crisis. Each modular unit includes pre-installed floors, walls, ceilings, and interior finishes that streamline the construction process and reduce on-site work. Here’s why stackable homes are shaping the future of affordable housing. Efficient Construction Techniques Modular homes are constructed off-site in a streamlined, efficient process using standardized materials and precision techniques. To promote sustainable design, these units are built with energy-efficient designs and eco-friendly materials, such as recycled stainless steel. Once completed, the modules are transported to the designated location, where they are lifted and connected using cranes. The modular units are then fixed to a permanent foundation, and essential utilities like plumbing, electricity, and HVAC are connected. Final finishing touches, such as interior details, can be completed either in the factory or on-site after the modules are assembled. This process ensures faster, cost-effective construction. The Cabini Edelweiss is an innovative tiny home design that stacks one unit atop another to maximize living space. Built with a square metal pipe frame, it is insulated with a PIR sandwich panel containing Rockwool, and finished with a fiber cement facade and wooden accents. Constructed in two parts at the company’s headquarters, it was then transported to a picturesque location in Rasc, Romania. Spanning 387 sq ft across two floors, the interior features large floor-to-ceiling windows that flood the space with natural light, while blinds ensure privacy. High-quality finishes and furniture add a sophisticated touch, and an integrated Bang & Olufsen audio system enhances the living experience. Schueco aluminum fixtures complete the modern aesthetic. The ground floor includes a spacious living room, a kitchen with essential appliances, and a bathroom finished with Neolith stone. Upstairs, the bedroom offers generous glazing and ample standing room. An outdoor terrace provides additional space for relaxation. The Edelweiss offers a unique and functional solution for those seeking a compact yet stylish living space. Ensures Space Efficiency One of the key advantages of stackable homes is their ability to maximize space, especially in areas with limited land. By stacking the modular units vertically, they increase the number of living spaces without expanding horizontally, making efficient use of the available land. This approach offers functional living areas within a minimal footprint, making it ideal for urban environments. While vertical stacking enhances space efficiency, the exterior design may not always appeal to a wide audience. Ultimately, stackable homes focus on vertical growth, providing an innovative solution to housing shortages while conserving valuable ground space which is usually at a premium. The Amagansett Modular House is a 1,800-square-foot home built from stacked shipping containers. Designed by Manhattan-based MB Architecture, this prefabricated house reflects a decade of research and innovation in modular design. Located in East Hampton, New York, it repurposes shipping containers to create a modern, sustainable home with minimal waste. The home consists of four bedrooms and three bathrooms, featuring an additional module connected by a glass walkway, leading to the children’s bedrooms. The parents’ bedroom is housed in a 10-foot, halved shipping container module, which appears cantilevered. However, the structural design uses tension from the roof to support the module, a breakthrough in container architecture. Inspired by MB Architecture’s earlier insta_house, the Amagansett Modular home is custom-designed to suit the needs of a family of four. Floor-to-ceiling windows on every side of the containers flood the interior with natural light, enhancing the sense of space and connecting the home’s residents with the surrounding environment. The use of shipping containers offers durability, affordability, and an eco-friendly solution to modern housing needs. Speedy Construction Stackable homes are built off-site and are more cost-effective than traditional brick-and-mortar homes. The factory mass production process reduces waste and carbon footprints, making these homes an affordable housing solution. Prefabricated homes also have much shorter construction timelines, providing a quicker response to housing shortages compared to conventional homes, which can take years. This is because the manufacturing happens in a controlled environment allowing for a time savings of 30 to 60 percent, as there are no weather-related delays typical in on-site construction. Also, the units are standardized, ensuring consistent quality and efficiency, making stackable homes a faster, more sustainable alternative for urban housing needs. Container House is a modular family residence located near Stockholm, Sweden, constructed using eight shipping containers. Designed by architect Måns Tham, the home features a geometric structure made from eight 20-foot and 40-foot high-cube containers, providing both durability and sustainability. The containers’ prefabricated nature ensures quick assembly, although the challenging steep cliffside location extended the construction timeline to nearly three years. The home is positioned on a rugged lot near a lake, taking full advantage of its scenic surroundings. A key design feature is a single shipping container elevated to serve as a lookout level, offering residents stunning panoramic views of the cliffside and nearby lake. The use of shipping containers not only adds structural integrity but also supports the home’s eco-friendly design, making it a sustainable choice. This modular design allows for flexibility in layout and functionality, creating a striking and modern residence tailored to the family’s needs. Flexible Design The off-site construction model of stackable units allows developers to easily scale the number of units up or down based on the needs of rapidly growing cities. This flexibility makes stackable homes ideal for urban areas with fast population growth. Additionally, each module can be customized in size, specifications, and layout, and can be stacked either horizontally or vertically, depending on site requirements and zoning laws. With its customizable interiors, stackable units can serve various purposes, including residential housing, student accommodations, or commercial spaces. Designed with future expansion in mind, they provide a scalable solution for evolving urban housing needs. PolyBloc is a modular, prefabricated housing solution designed to tackle the challenges of rapid urbanization and evolving lifestyles. Developed by Paris-based Cutwork in collaboration with innovative companies, PolyBloc addresses the growing housing crisis with a flexible and adaptable design. Initially conceived as PolyRoom, a 21-square-meter (226-square-foot) unit, it features multifunctional furniture and can be easily reconfigured to meet various needs, inspired by Japanese design principles like ‘washitsu’ and ‘tatami rooms.’ The system focuses on modularity and space optimization, with concealed furniture such as disappearing beds and foldable storage, making the most of limited space. Each module is also equipped with living roofs and automatic irrigation systems, contributing to urban biodiversity. PolyBloc modules can be stacked together, enabling quicker construction of residential complexes compared to traditional methods. Designed for both urban and rural contexts, PolyBloc offers a sustainable and efficient solution to housing demands. Its modular approach not only creates flexible living spaces but also aims to solve broader architectural and environmental challenges, shaping the future of urban architecture. Design Challenges A significant challenge for stackable homes is that zoning laws and building codes may not permit them in all areas. They are often perceived as temporary or low-cost housing, which can hinder their acceptance. Furthermore, careful transportation is needed to prevent damage during delivery. The long-term viability of stackable homes remains uncertain, particularly in terms of how they will withstand weather conditions and wear over time. Additionally, existing infrastructure must be able to support additional units without overwhelming current systems. However, with advancements in construction technology, stackable homes have the potential to become a mainstream, efficient solution for urban housing needs. Stackable homes represent a transformative approach to addressing the growing housing crisis in urban environments where space is increasingly limited. These modular, prefabricated units—designed to be stacked vertically or horizontally—offer numerous advantages over traditional construction methods. Their efficient construction techniques utilize standardized materials in controlled factory environments, reducing waste while incorporating sustainable materials and energy-efficient designs. The space efficiency achieved through vertical stacking maximizes living areas without expanding the footprint, making them ideal for dense urban settings. Additionally, their significantly faster construction timelines—30-60% quicker than conventional methods—provide a rapid response to housing shortages while maintaining consistent quality through standardization. Perhaps most importantly, stackable homes offer unparalleled flexibility in design and implementation. Developers can easily scale projects up or down based on population needs, while customizable modules can serve various purposes from residential to commercial spaces. Projects like Cabini Edelweiss, Amagansett Modular House, Container House, and PolyBloc demonstrate the versatility and innovation possible with this approach. Though challenges remain—including zoning restrictions, perception issues, transportation concerns, and questions about long-term durability—technological advancements continue to address these limitations. As urban populations grow and available land diminishes, stackable homes stand poised to become a mainstream solution for sustainable, affordable housing that meets the evolving needs of modern cities.The post From Shipping Containers to Prefab Homes: A Study On The Rise of Stackable Architecture first appeared on Yanko Design.

Learn how to bake maps in Nomad Sculpt and enhance your 3D models with our step-by-step guide.

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Language models have shown great capabilities across various tasks. However, complex reasoning remains challenging as it often requires additional computational resources and specialized techniques. This challenge has motivated the development of inference-time compute (ITC) scaling methods, which allocate additional computational resources to enhance model outputs during inference. The landscape of language model reasoning has evolved along two primary dimensions: approaches that boost reasoning capabilities during inference, and a new class of “reasoning models”. However, they introduce significant computational overhead, raising critical questions about efficiency and the optimal trade-off between computational resources and reasoning performance. Inference-time scaling has emerged as a promising alternative to costly model pretraining. Inference-time architectures combining techniques such as generation ensembling, sampling, ranking, and fusion exceed individual model performance, as demonstrated by approaches like Mixture-of-Agents, LLM Blender, and orchestration frameworks like DSPy. Even techniques like chain-of-thought and branch-solve-merge enhance reasoning capabilities for single models. To reduce computational cost, methods like Confidence-Informed Self-Consistency (CISC) use confidence-weighted voting, cutting required samples significantly. Another technique, DivSampling, injects prompt perturbations to increase answer diversity, boosting performance across various tasks. Researchers from Duke University, Together AI, the University of Chicago, and Stanford University have proposed a comprehensive analysis of inference-time scaling methods for both reasoning and non-reasoning models on challenging reasoning tasks. By constructing the Pareto frontier of quality and efficiency, the researchers discovered that non-reasoning models, even with extremely high inference budgets, still fall substantially behind reasoning models. For reasoning models, majority voting is a robust inference strategy, competitive with or outperforming other more complex ITC methods like best-of-N and sequential revisions. The researchers performed in-depth analyses of the association between key response features and response quality. Researchers observed that R1-Distilled versions of Llama-3.3-70B significantly outperform their original Instruct counterparts. Despite using complex inference-time scaling methods, non-reasoning models fail to match the performance of purpose-built reasoning models. This empirical evidence suggests that for compute-optimal approaches, investing in training specialized reasoning models may provide substantially better long-term efficiency compared to repeated inference-time scaling of general models. Methods, including training-free, verifier-free inference-time scaling methods, offer minimal improvements for reasoning models. Almost all methods underperform majority voting for both DeepSeek-R1-Distill-Llama-70B and DeepSeek-R1-Distill-Qwen-32 B.  Non-reasoning models show the clear absence of correlation between response length and correctness across most tasks, with response length gaps being consistently low. The only exception is Llama-3.1-8 B-Instruct, which displays a non-negligible gap for the AIME task. In contrast, reasoning models demonstrate a clearer trend where shorter, more precise responses tend to be more accurate, providing evidence of an inverse relationship between response length and accuracy. This phenomenon reflects the complex reasoning mechanisms inherent in these models. Moreover, analysis of the MATH dataset, with its natural difficulty gradient, confirms that reasoning models tend to generate more accurate responses with shorter lengths for high-difficulty problems. In conclusion, researchers thoroughly evaluate verifier-free inference-time scaling methods for LLMs, emphasizing their efficiency and effectiveness in reasoning tasks. Despite using advanced scaling techniques and significant computational resources, non-reasoning models consistently lag behind specialized reasoning models like R1-Distilled Models. For reasoning models, simpler strategies such as majority voting often surpass more intricate methods like best-of-N or sequential revisions in performance. Moreover, the correct responses are shorter and feature fewer linguistic markers, indicating these traits could serve as predictors of accuracy. Utilizing these response characteristics and linguistic marker features to enhance inference methods can be an intriguing future direction. Check out the Paper. Also, don’t forget to follow us on Twitter and join our Telegram Channel and LinkedIn Group. Don’t Forget to join our 90k+ ML SubReddit. Sajjad AnsariSajjad Ansari is a final year undergraduate from IIT Kharagpur. As a Tech enthusiast, he delves into the practical applications of AI with a focus on understanding the impact of AI technologies and their real-world implications. He aims to articulate complex AI concepts in a clear and accessible manner.Sajjad Ansarihttps://www.marktechpost.com/author/sajjadansari/LLMs Can Now Simulate Massive Societies: Researchers from Fudan University Introduce SocioVerse, an LLM-Agent-Driven World Model for Social Simulation with a User Pool of 10 Million Real IndividualsSajjad Ansarihttps://www.marktechpost.com/author/sajjadansari/LLMs Can Now Retain High Accuracy at 2-Bit Precision: Researchers from UNC Chapel Hill Introduce TACQ, a Task-Aware Quantization Approach that Preserves Critical Weight Circuits for Compression Without Performance LossSajjad Ansarihttps://www.marktechpost.com/author/sajjadansari/ReTool: A Tool-Augmented Reinforcement Learning Framework for Optimizing LLM Reasoning with Computational ToolsSajjad Ansarihttps://www.marktechpost.com/author/sajjadansari/Fourier Neural Operators Just Got a Turbo Boost: Researchers from UC Riverside Introduce TurboFNO, a Fully Fused FFT-GEMM-iFFT Kernel Achieving Up to 150% Speedup over PyTorch

The Reds need just a point at Anfield today to seal the EPL title.

How to Create Objects from Depth Maps in Blender By SatendraSaraswat on April 27, 2025 Videotutorials Satendra Saraswat writes:Hi everyone! In this video, I have shown a process of how you can use depth maps from any image to create objects in blender. I have also made a quick environment using geometry nodes & other basic techniques. Hope you like it.

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Image: Nintendo LifeHowdy partners! We are back with another edition of Box Art Brawl. Last week, we matched up a duo of delightful designs for Pikmin on GameCube, though the competition wasn't even close. The classic North American / European variant walked away with a commanding win, taking 74% and leaving the colourful Japanese design with the remaining 26%. A Bulborb blowout, eh? This time, to celebrate its arrival on the Nintendo Switch Online Game Boy Advance library, we're taking a look at Fire Emblem: The Sacred Stones. This was just the second series entry to come West back in 2005, showcasing Intelligent Systems' finesse when it came to handling the turn-based tactical gameplay loop.Subscribe to Nintendo Life on YouTube810kWatch on YouTube But you don't need us to tell you about this one, it's available for NSO + Expansion Pack subscribers right now! There are just two covers to choose between today, with the shared North American and European design facing off against Japan. So, let the battle commence... Worth fighting for Be sure to cast your votes in the poll below; but first, let's check out the box art designs themselves. North America / Europe Image: Nintendo / Launchbox The design shared by North America and Europe is likely the one you'll have seen before. Erika and Ephraim stand front and centre, brandishing their sword and lance like only the pretty protagonists of the Fire Emblem series can. The background is a little blurred, but we see a dragon, a huge door and... maybe some flames? The painterly aesthetic of the backdrop is almost a little too unclear, but it sure does make the character art pop. Japan Image: Nintendo / Launchbox The protagonist art is much the same as the NA / EU version here, but that blurred background has been replaced with a map of Magvel, making the most of the Japanese GBA box's horizontal real estate. It might not have quite as much going on as the previous version, but we kinda like that. Which region got the best Fire Emblem: The Sacred Stones box art? (229 votes) North America / Europe44% Japan56% Thanks for voting! We'll see you next time for another round of Box Art Brawl. Related Games See Also Share:0 1 Jim came to Nintendo Life in 2022 and, despite his insistence that The Minish Cap is the best Zelda game and his unwavering love for the Star Wars prequels (yes, really), he has continued to write news and features on the site ever since. Hold on there, you need to login to post a comment... Related Articles Nintendo Confirms Upgrade Pack Price For More 'Switch 2 Edition' Titles Update: Some US prices also confirmed Poll: So, Did You Manage To Get A Switch 2 Pre-Order In? (North America) A pre-orderly fashion Where To Pre-Order Nintendo Switch 2 Where to buy Switch 2 consoles, accessories & games Feature: 27 GameCube Games We'd Love To See On Nintendo Switch 2 NSO Born to Play... on Switch 2 Paul Rudd Returns In An Awesome SNES-Style Switch 2 Commercial Super together!

Italian cycling components brand Prologo has released a new version of its Scratch M5 PAS saddle, keeping the shape already trusted by professionals such as Jonas Vingegaard, Egan Bernal, Sepp Kuss, and Romain Bardet.  While the geometry remains unchanged, the main update lies in the saddle’s 3D printed cover, developed to improve comfort and pressure distribution without altering fit.  Named Scratch M5 PAS 3DMSS, the new model maintains its compact 250 x 140 mm profile and continues to use an injected long-fibre carbon base. This material is a standard across Prologo’s performance line, valued for its balance of low weight, rigidity, and compliance. The Scratch M5 PAS 3DMSS saddle. Photo via Prologo. Manufacturing approach for Scratch M5 PAS 3DMSS For this version, the Italian brand has used 3D printing to produce the upper surface. According to BikeRumor, Prologo’s Multi Sector System (MSS) was combined with digital light projection, oxygen-permeable optics, and engineering-grade resins. Doing so enabled precise structural variation across the saddle surface, although the 3D printer brand has not been disclosed. According to CyclingWeekly, the 3D printed surface follows the MSS layout, dividing the saddle into three main zones: front, center, and rear. Each zone is constructed from two layers with varying geometries and densities to better support different areas of the rider’s body.  The rear is shaped to stabilize the sit bones during power efforts. The center aims to relieve pressure on softer tissues. Toward the front, the structure supports riders who shift forward during climbs or sprints. Development of the layout was informed by pressure mapping through Prologo’s MyOwn fitting system. Data collected from both professional and amateur cyclists helped shape how each zone of the saddle responds during different phases of pedaling. A central channel, known as the Perineal Area System (PAS), remains part of the design. It is intended to reduce numbness by relieving pressure through the center and improving blood flow over longer rides. The Italian company has made two rail options available. Weighing 176 g, the lighter version features Nack rails made from carbon fiber reinforced with Kevlar and aluminum filaments. The second version, using light alloy Tirox rails, weighs 209 g. Retail pricing is set at €390 and €290 respectively, with availability expected from May. A close up look at the 3D printed saddle. Photo via Prologo. 3D printing comfortable cycle saddles Whether a beginner or a professional, every cyclist knows the importance of having a comfortable saddle. And with 3D printing, this has become increasingly possible. In 2022, US-based cycling equipment manufacturer Fizik launched the Argo Adaptive, its novel 3D printed short-nose saddle, at the Sea Otter cycling show. Produced using Carbon’s Digital Light Synthesis (DLS) 3D printing technology, the saddle featured a tuned lattice cushioning designed to improve comfort and rider stability.  The Argo Adaptive followed the earlier Antares Adaptive model and continued Fizik’s partnership with Carbon under its ‘Concepts’ innovation initiative. Offered in 140mm and 150mm widths, the saddle was made available in two versions: the carbon-railed R1 and the steel alloy-railed R3, which at the time were priced at $299 and $259 respectively. One year before that, German design firm DQBD used Stratasys’ launched H350 3D printer, powered by Selective Absorption Fusion (SAF) technology, to produce fully personalized cycling saddles. The SAM saddle featured a semi-rigid, 3D printed PA11 spine and a thermoformed seat pad, customized using rider-specific pressure mapping data.  By adopting Stratasys’ SAF technology, DQBD reduced production costs by up to £22,000 and cut lead times from six months to ten days compared to traditional injection molding. The glue-less assembly also allowed for easier recycling, while offering riders enhanced comfort, support, and reduced fatigue. What 3D printing trends should you watch out for in 2025? How is the future of 3D printing shaping up? To stay up to date with the latest 3D printing news, don’t forget to subscribe to the 3D Printing Industry newsletter or follow us on Twitter, or like our page on Facebook. While you’re here, why not subscribe to our Youtube channel? Featuring discussion, debriefs, video shorts, and webinar replays. Featured image shows the Scratch M5 PAS 3DMSS saddle. Photo via Prologo.

Published April 27, 2025 6:00am EDT close Future of flying: New fuel-sipping jet promises quieter, greener skies The blended wing body craft reduces drag and weight, resulting in fuel efficiency improvements of up to 50% compared to today’s aircraft. Delta Air Lines is partnering with aerospace startup JetZero to introduce a revolutionary aircraft design that has the potential to transform the future of commercial flying. This new design, called the blended wing body (BWB) aircraft, differs dramatically from the traditional tube-and-wing planes in service. By combining the wings and fuselage into a single, wide, flat shape, the BWB reduces drag and weight, resulting in fuel efficiency improvements of up to 50% compared to today’s aircraft.Join The FREE CyberGuy Report: Get my expert tech tips, critical security alerts and exclusive deals — plus instant access to my  Blended wing body aircraft  (JetZero)Driving toward net-zero emissions by 2050The blended wing body (BWB) aircraft represents a critical component of Delta’s strategy to decarbonize aviation, with its fuel efficiency gains directly supporting the airline’s 2050 net-zero target. By leveraging existing engine technology, the design avoids delays associated with developing new propulsion systems, enabling faster adoption across fleets. The aircraft’s capacity to transport over 250 passengers, matching mid-sized international jets in range and wide-body models in seating, positions it as a practical solution for reducing emissions without compromising operational needs. Its noise-reducing engine placement and compatibility with current airport infrastructure address both environmental and logistical challenges, while integration with sustainable aviation fuels amplifies its role in cutting lifecycle carbon emissions. This multifaceted approach demonstrates how innovative airframe technology can accelerate the industry’s shift toward cleaner travel. Blended wing body aircraft  (JetZero)Delta’s role: Turning innovation into realityDelta is deeply involved in the project beyond financial support. Through its Sustainable Skies Lab, the airline is contributing operational expertise to help make the BWB aircraft commercially viable. This includes advising on maintenance, airport operations and other practical considerations necessary for the aircraft’s success in everyday airline service. Amelia DeLuca, Delta’s chief sustainability officer, highlights the importance of this collaboration, stating that working with JetZero to develop a new airframe and passenger experience is an essential step toward advancing the airline industry’s fuel-saving and innovation goals.WHAT IS ARTIFICIAL INTELLIGENCE (AI)? Blended wing body aircraft  (JetZero)Rethinking the passenger experienceThe interior of the BWB aircraft is being thoughtfully redesigned to enhance comfort and accessibility. The wider and flatter shape of the plane’s body allows for new cabin layouts. Delta aims to provide dedicated overhead bin space for every passenger, more accessible seating and lavatories and fewer rows to create a less crowded environment. Additionally, the engines will be mounted on top of the aircraft, which is expected to significantly reduce cabin noise and lower noise pollution around airports. Inside a blended wing body aircraft  (JetZero)Backed by industry and government supportThis partnership follows JetZero’s receipt of a significant grant from the U.S. Air Force in 2023 to build a full-scale demonstrator aircraft, with a first flight planned for 2027. The grant, along with collaborations with aerospace leaders such as Northrop Grumman and Scaled Composites, reflects strong government and industry support for the BWB concept. Delta has been involved with JetZero since 2021, providing valuable guidance on how to bring this technology to market.GET FOX BUSINESS ON THE GO BY CLICKING HERE Blended wing body aircraft  (JetZero)The need for breakthrough technologies in aviationOver the past 50 years, the aviation industry has made impressive gains in fuel efficiency, improving by roughly 80% through innovations like winglets and lighter materials. Delta alone saved more than 40 million gallons of fuel in 2024 by optimizing operations and upgrading its fleet. Still, the industry acknowledges that incremental improvements are insufficient to meet pressing climate goals. Technologies like the BWB aircraft are necessary to achieve the significant reductions in emissions and fuel consumption that the future demands. Blended wing body aircraft  (JetZero)Kurt's key takeawaysDelta and JetZero’s collaboration marks a meaningful step toward a cleaner, quieter and more efficient future for air travel. While challenges remain, including regulatory approvals and ensuring passenger comfort with the new design, this partnership exemplifies the aviation industry’s dedication to innovation and sustainability. The future of flying is being reshaped by bold ideas like the blended wing body aircraft, which promise to make air travel more environmentally responsible while improving the overall passenger experience.CLICK HERE TO GET THE FOX NEWS APPWould you be excited to fly on a radically redesigned airplane that promises greater comfort, quieter cabins and a smaller carbon footprint — even if it means adjusting to a very different cabin layout and window view than what you’re used to?  Let us know by writing us atCyberguy.com/ContactFor more of my tech tips and security alerts, subscribe to my free CyberGuy Report Newsletter by heading to Cyberguy.com/NewsletterAsk Kurt a question or let us know what stories you'd like us to coverFollow Kurt on his social channelsAnswers to the most asked CyberGuy questions:New from Kurt:Copyright 2025 CyberGuy.com.  All rights reserved.   Kurt "CyberGuy" Knutsson is an award-winning tech journalist who has a deep love of technology, gear and gadgets that make life better with his contributions for Fox News & FOX Business beginning mornings on "FOX & Friends." Got a tech question? Get Kurt’s free CyberGuy Newsletter, share your voice, a story idea or comment at CyberGuy.com.