Innovation Best Practices: Strategies for Better & Faster Product Design Services


If you’ve ever seen a product materialize — that instant when an idea draws itself from a pencil mark into a prototype and then into the very product you’re holding in your hands — you already understand that product design is a ride. But it’s not all about the ride. It’s about being intelligent, quick, and strategic. Product design innovation services you can find in industry giant Cad Crowd aren’t merely a buzzword; it’s a marketing advantage. The firms that perfect it don’t merely survive; they flourish.

But innovation has its quirks. How do you develop better ideas in less time, get the ideas to stick, and ship great products without the aggravation of back-and-forth forever? The solution is a combination of culture, strategy, tools, and attitude. Let’s break down what works, what doesn’t, and how you can take your product design game to the fast lane with style and substance.


🚀 Table of contents


Drop the linear mindset: Innovation is a loop, not a line

Product design innovation never happens in a linear fashion from idea to finished product. The familiar myth that you just begin with an idea, sketch it out, construct it, test it, and voila, it’s finished is more of a dream than a reality. Rather, the process is more of a dance—one step forward, then two back, and sometimes a wayward spin that reverses direction.

It’s widely known that being flexible is the key to success. This is where innovation comes in due to the fast-paced environment that requires quick prototyping, the need to improve every single time, and to achieve greatness in every product design. If ever you assume that everything you do is perfect and does not need any editing, you have to face the reality that every design process is a work of art that needs to undergo a series of refinements to achieve perfection.

The advent of agile methods, which first originated in software development, has greatly transformed the way design teams function. Segmentation of projects into brief sprints enables teams to prototype concepts rapidly and learn valuable lessons without having to wait for months to receive a completed product. Cross-functional team collaboration also energizes quicker problem-solving and innovation spurts by product design firms.

By stepping away from the old linear thinking, teams save time, cut down on wasted effort, and maintain their momentum. This cycle of creation, feedback, and refinement is what really fuels successful innovation in today’s rapid marketplace.

RELATED: A comprehensive guide to engineering product development services for companies & startups

CAD designs of unique products by Cad Crowd experts

Fuel innovation culture: People first, process second

Innovation doesn’t just pop from sophisticated tools or strict procedures—it’s all about people. It’s the attitude, inspiration, and collaboration within a business that most effectively sparks new possibilities in product design services. No procedure by itself can trigger imagination if the company culture discourages risk-taking or inquiry.

Innovative cultures have some common characteristics. They rejoice in curiosity and empower employees to experiment without the fear of failure. Rather than disciplining mistakes, they regard failure as a necessary stepping stone to triumph. Just imagine Apple or Tesla — their competitive advantage is not so much cutting-edge technology but the fearlessness, audacious culture that gives their teams the confidence to break rules.

Leadership is key to the creation of this type of culture. When leaders encourage experimentation and build environments where individuals are not intimidated to make mistakes, employees have the liberty to speak freely, even about their most outrageous ideas. That freedom is usually what produces the breakthrough innovations everyone envies.

Cooperation also stimulates innovation. When groups eliminate silos between departments—designers talking to engineering design experts, marketers, and even customers—innovative ideas begin to flow. Varied views provoke new ways of thinking and challenge old assumptions. When individuals link freely and exchange their own perspectives, innovation ceases to be a far-off dream and becomes an everyday occurrence in the company’s way of operating.

Tap open innovation: Don’t go it alone

The concept of the solo genius inventor developing revolutionary innovations independently is less a reality and more a myth. Real innovation often benefits when it’s a team effort, and one of the best partners could possibly be outside your organization or company itself. This method is referred to as open innovation.

Open innovation consists of embracing ideas, technologies, and alliances from outside your company walls. That might involve partnering with startups innovating in their space, accessing university research, engaging deeply with suppliers, or even speaking directly to customers. By inviting outside contributors, businesses dramatically increase the number of ideas and solutions available, accelerating problem-solving in ways an insular team could hardly hope to replicate.

Think of a consumer product design company designing smart home appliances. Rather than attempting to create each bit of technology in-house, they may partner with a startup company that is good at artificial intelligence or IoT sensor technology. This speeds up creation and makes the product more attractive and useful, providing customers with something revolutionary.

Yes, open innovation is not without risk. It requires sound coordination and trust. Intellectual property rights and confidentiality need to be well-defined to keep everyone safe. The organization also has to be flexible enough to implement outside ideas swiftly, lest the entire process become bogged down. When executed properly, open innovation makes collaboration a catalyst for greatness.

Customer-centric innovation: Listen harder, build smarter

Customer-led innovation transcends mere buzzword status; it serves as a highly effective strategy that transforms product development. Instead of guessing what customers may require, the most successful teams go directly to the source, engaging deeply with real customer experiences and needs. This approach involves leveraging feedback through diverse methods such as ethnographic research, where designers watch how individuals use products in their daily routines, as well as usability testing, surveys, and monitoring social media discussions.

The secret is to look beyond surface-level comments. The true gold is finding those buried frustrations and needs that customers themselves may not even be able to articulate. At times, individuals don’t even know what they require until they experience a product that fixes an issue they weren’t aware they possessed—a philosophy Steve Jobs famously believed in. Having the complete context of customers’ environments enables designers to design solutions that are intuitive and natural, not contrived or gimmicky.

Engaging with customers throughout development ensures products stay current and avoids costly missteps later. This process also creates a loyal group of champions who trust the brand and can’t wait to support new titles. When open innovation services are focused on careful listening combined with intelligent design, the result isn’t just better products. It’s healthier, longer-lasting relationships that fuel sustained success for both brands and their customers.

RELATED: How to visualize consumer products using 3D rendering services for your company and firm

Smart use of technology: Innovation tools that make a difference

Technology is transforming product design and industrial design services in amazing ways, from AI-facilitated creativity to virtual reality prototyping that animates concepts before there even is a first physical model. With a staggering number of tools at our disposal, it’s tempting to get lost in pursuing the new fad without direction. The wisest strategy is to adopt technology that helps the design process in meaningful ways—tools that inspire creativity, enhance precision, and ease collaboration.

For instance, 3D CAD tools integrated with simulations enable the testing and iteration of ideas virtually, conserving precious time and resources otherwise spent on physical prototypes. Not only does this virtual testing accelerate development, but it also minimizes costly errors early in the process.

Keeping all stakeholders integrated is another significant advantage. Digital collaboration tools allow designers, engineers, and stakeholders, wherever they are, to exchange ideas, documents, and live feedback easily. This improves communication flow and enables projects to continue flowing smoothly.

Data analytics also comes into play by unlocking patterns in product performance or how production can be optimized. Breakthroughs and intelligent innovations come from insights provided by this information.

Of course, technology alone doesn’t drive innovation. The magic only occurs when teams figure out how to incorporate these tools in a thoughtful way into their workstreams. Proper training and intended use are critical to make investments in technology pay off as meaningful progress and quantifiable returns.

Speed without sacrifice: Balancing fast iteration with quality

Quality and speed often conflict in product design, but finding the right balance is essential. Quick innovation is vital for competing in crowded markets, yet rushing can lead to the release of subpar or flawed products— a costly mistake that may damage reputation and erode customer trust.

A really smart product development expert incorporates quality assurance into all aspects of development. Rather than leaving it until the end, testing and validation occur all along, catching issues early. This keeps surprises from arising later on and ensures that every iteration is robust.

The trendy “fail fast” slogan is often used incorrectly. It does not equate to releasing defective products but is about learning quickly from small, controlled failures during prototyping. Fast prototyping and functional testing expose issues early when they’re easier and less expensive to fix, enabling teams to make changes and develop without massive delays.

Smart risk-taking also figures into this balancing act. By focusing on features and experiments that provide the most benefit at the least risk, teams stay centered and don’t waste time on expensive, low-impact initiatives. This approach keeps innovation agile and focused.

In the end, going fast without compromising on quality isn’t merely possible — it’s a requirement for product success. Adopting a tempo that combines fast iteration with intensive testing makes high-speed development a viable competitive advantage.

Data-driven decision making: Innovation meets analytics

Innovation and analytics may seem like opposing forces—creativity and intuition on one hand, and data-driven decision-making on the other. However, when combined, they are transforming modern product design. Creativity often starts with an instinctive spark or a bold idea, but lacking solid data, it can feel like aiming at a target in the dark.

Product teams today have data at their fingertips: knowledge about market trends, how people use products, what the competition is doing, and even granular material and supply chain information. All this information provides insights and patterns that may not otherwise be apparent. Take, for instance, customer usage data that draws attention to features that aren’t catching on and could be simplified or reenvisioned to create real value. Supply chain analytics may identify bottlenecks that prompt teams to be creative with alternative materials or modular designs that enhance efficiency.

When you start marrying creative vision with these deeper insights, something remarkable happens to your decision-making process. Instead of those endless debates based on personal preferences or gut feelings alone, teams can zero in on solutions rooted in actual user behavior and everyday contexts. This shift doesn’t just save everyone from spinning their wheels on ideas that’ll never fly—it dramatically improves your odds of building something that actually succeeds in the market. I’ve watched teams waste months on beautiful concepts that completely missed the mark because they never validated their assumptions with real people.

What’s exciting is how this blend of hard data and creative thinking transforms the entire approach to product engineering services. You’re no longer throwing ideas at the wall to see what sticks. Instead, you’re building on a foundation of evidence while still leaving room for those breakthrough moments that only come from imaginative thinking. The teams that master this balance—combining rigorous research with bold creative leaps—consistently deliver products that not only work well but genuinely surprise and delight users in ways they didn’t even know they needed.

RELATED: What you need to know when hiring a product design firm & designer for new prototypes

Build a strong innovation pipeline: Manage ideas like gold

Ideas fuel innovation, but treating them casually can mean missing out on game-changing opportunities. Thinking of ideas as valuable as gold changes the way a company approaches creativity, turning random sparks into real business wins. Many organizations falter simply because they don’t consistently capture ideas or let promising concepts fade away before they get the chance to grow.

A successful innovation pipeline behaves like a carefully designed funnel, walking ideas through step-by-step. It begins with discovery, progresses through concept refinement, prototyping, and ultimately launches the most promising ideas. This process eliminates the poorer concepts early on, allocating energy and resources to those that have the greatest promise.

Transparency is the key to making this system succeed. When each team member understands how to come up with ideas and what happens next, more people participate. Confidence in the process grows organically. Clear criteria for idea evaluation keep the pipeline focused on the company’s larger objectives and avoid distractions.

Technology plays a crucial role in this process. Modern innovation management tools help teams efficiently collect, evaluate, and track ideas and move through prototype design engineering services. They encourage collaboration by allowing for real-time feedback and improvements. By combining a structured innovation pipeline with smart technology, ideas are not just created; they are transformed into valuable products and services. This approach helps businesses stay ahead in a competitive market, turning innovation into an ongoing, manageable process instead of an unpredictable occurrence.

Celebrate small wins: Keep the momentum alive

Innovation is a marathon, not a sprint, and anyone who’s ever been involved knows how hard it is to maintain momentum over the long term. The secret to keeping that flame burning? Commemorating the small victories along the way. Whether it’s acing a prototype test or hearing a glowing word from a customer, these smaller celebrations are more important than we tend to think.

Recognizing these successes doesn’t need to involve much. Innovation awards or recognition programs are wonderful, but even a shout-out at a team meeting can be a strong message: creative effort matters here. When individuals are noticed and valued for their work, it fuels passion and the will to keep innovating.

Innovation is not an event but a continuous process for concept design services. Every minor victory creates momentum, making it simpler to overcome the subsequent obstacle. These victories embed a culture of experimentation wherein attempting new things is less risky because progress is consistently recognized. That confidence built through minor successes produces a positive feedback loop, encouraging more imagination and propelling the team ahead.

Through celebrating small victories, businesses turn innovation from a taxing challenge into an enthralling, ongoing journey. It’s these small wins that maintain morale high and the momentum going, so big breakthroughs have a strong base to build on.

medical scanner and customizable backpack designs by Cad Crowd product innovation services

RELATED: The simple secret to unlocking new product innovation at design services companies

Learning from failure: The innovation paradox

In the innovation world, there’s an interesting paradox surrounding failure. Failing quickly is often touted as necessary, yet failing and not learning is meaningless. The true value lies not in how fast you crash into a wall—it’s in what follows. Successful innovation product design teams know this at their core. They do not view failure as a stop sign; rather, they view it as a treasure chest of learning in waiting.

When a project didn’t deliver, spending time breaking down what did work, what didn’t, and why can be a turning point. This sort of honest self-reflection transforms failure from infuriating setbacks into valuable lessons. Each failure holds within it clues that, when revealed, result in wiser choices and improved solutions. It’s taking a stumble and turning it into a stepping stone toward triumph.

Too many workplaces discourage this method. When failure is punished, or errors are concealed out of fear, creativity comes to a halt. People are risk-averse, often concealing problems rather than confronting them. Companies that foster open and honest discussions about failures, on the other hand, produce a culture where learning can thrive. Employees feel comfortable experimenting, exchanging, learning, and constantly improving.

Innovation is not a linear path. It’s a process of attempting, stumbling, reflecting, and improving. The breakthrough happens when failure is viewed as a reliable guide rather than something to dread. Accepting failure as a usual aspect of the journey brings forth new ideas, fosters growth, and leads to ultimate success.

Sustainability as innovation: Designing for the future

Innovation nowadays is no longer just about adding new capabilities or accelerating product rollout. It’s becoming something more profound and significant — a responsibility. Designing for sustainability involves creating products that not only perform their function but also honor the environment and society. This thinking is transforming the way companies develop products.

Successful firms do not handle sustainability as an afterthought. Rather, they incorporate it explicitly into their innovation processes. Recycling materials, for instance, reduces the ecological impact, whereas making products repairable ensures that they last longer and minimizes waste. Streamlining production processes to minimize residual materials and energy usage also significantly contributes to this green strategy.

The genius of sustainability-fueled innovation is that doing good and doing well finally intersect. Consumers increasingly desire products that reflect their values, so environmental-conscious design is a powerful market differentiator. Indeed, firms that focus on sustainability frequently find that they capture customer loyalty and differentiate themselves in competitive markets.

Finally, sustainability is no longer a nice-to-have. It’s an integral part of innovation that future-proofs products and companies, demonstrating that responsibility and creativity are two sides of the same coin. The future is for those who think for both the planet and people.

The human element: Balancing tech and touch

The center of product design innovation pulses most when human touch and technology are brought together. It’s tempting to fall into the newest AI software, powerful CAD systems, and pyramids of data analytics — and they are without a doubt game-changers. They make designers able to work more quickly, see ideas in stunning clarity, and study user behavior in ways never seen before. But innovation is not simply a matter of number crunching or running algorithms. It’s about people.

Product design fundamentally addresses two distinct groups. On one side, there are the creative individuals such as designers, strategists, and product managers who continuously push boundaries and envision new possibilities. On the other side, we have the end users who simply seek solutions that integrate smoothly into their lives. The interesting thing is, without those distinctly human qualities like gut instinct, genuine empathy, and creative problem-solving, even the most sophisticated technology falls flat. It’s these softer skills that breathe life into what would otherwise be just another functional tool, turning it into something people actually want to use..

Finally, keeping the user at the center of every decision guarantees that products not only work well but also relate on a more personal level. The magic occurs when intelligent technology intersects with authentic human insight. That’s where innovation flourishes.

Wrapping up: Your innovation playbook

Product design innovation isn’t magic, but it’s close. It involves a mind shift, cultural buy-in, intelligent use of tools, fanatical customer obsession, and a properly managed process that celebrates failure and learns quickly. By making innovation a strategic habit — powered by collaboration, data, and a love of problem-solving — your product designs won’t be faster and better; they’ll be game-changers.

RELATED: How is product design different from industrial design services companies?

Partner with Cad Crowd now!

Ready to disrupt the norm? The most effective innovations don’t ask for permission — they run full speed, try bold things, and surprise customers in ways they never could have imagined. Innovation isn’t a place you arrive at. It’s your new work methodology. And it’s the advantage that keeps you ahead. Be at the top of the game with the assistance of Cad Crowd services, the world’s leading freelance platform to find CAD, engineering, and architectural design professionals. Get in touch with us today and ask for a quote for free.

author avatar

MacKenzie Brown is the founder and CEO of Cad Crowd. With over 18 years of experience in launching and scaling platforms specializing in CAD services, product design, manufacturing, hardware, and software development, MacKenzie is a recognized authority in the engineering industry. Under his leadership, Cad Crowd serves esteemed clients like NASA, JPL, the U.S. Navy, and Fortune 500 companies, empowering innovators with access to high-quality design and engineering talent.

Connect with me: LinkedInXCad Crowd

Play Heavenly Spear and the New Gauntlet in Age of Mythology: Retold – Age of Empires


Call upon a powerful roster of gods, command heroes, and summon the yokai of Japan in the all-new expansion available now: Heavenly Spear! Play a sweeping 12-mission campaign, wield the powers of the entirely new Japanese Pantheon, and so much more! Plus jump into the newest game mode: the Gauntlet!

Heavenly Spear is not all that’s new! The Gauntlet is now available to all owners of Age of Mythology: Retold! Challenge yourself in the labyrinth with a series of escalating battles. Pick your path, earn unique bonuses, and overcome the Boss Battle in singleplayer or co-op with a friend. You can find more details on the Gauntlet below.

Heavenly Spear is now available on Steam, Microsoft Store, Xbox, and PlayStation 5! If you already own the Premium Edition of Age of Mythology: Retold, Heavenly Spear is availale to play now!

What’s Included in Heavenly Spear:

  • 12 gods from Japanese mythology, each with unique blessings and playstyles 
  • 12 new myth units drawn from ancient legends 
  • A 12-mission campaign filled with divine conflict and heroic choices 
  • New god powers, techs, and strategic layers to master 
  • Expanded Skirmish and Arena of the Gods experiences
Still want more? Click below for all the extra information!

Excited about the new myth units in Heavenly Spear? You’re in luck – here’s a quick run-down of everything you need to know!


Heavenly Spear Available Now!

Heavenly Spear is now available on Steam, Microsoft Store, Xbox, and PlayStation 5!

Available Now!

Introducing the Gauntlet: Quick-Start Guide

Now available to all owners of Age of Mythology: Retold, the Gauntlet is currently a “BETA”, and therefore, may still be subject to some additional changes or balancing.

Enter a new Arena of the Gods experience and play the new Gauntlet in Solo or Co-op Mode! This new mode is available alongside the existing Story Mode and brings some new twists that will provide a unique experience every time you play!

Run the Labyrinth

Progress through the labyrinth, unlock new missions and carve out your own path.

The core of the Gauntlet is called your Run – it’s your path (with 3 lives) to victory. Make your way through 9 nodes of the Labyrinth to get to the Boss Battle and win your Run! However, if you lose 3 battles, you are defeated and sent back to the beginning with no Blessings.

Count Your Blessings

Players can select and change from their equipped blessings in the lobby screen.

In the Gauntlet, there are two types of Blessings. 

A Blessing is a special boost to stats, speed, or a special unit, and you can unlock and accumulate more Blessings as you win each match. Choose Blessings at the beginning of a node to help you win the match, but note they are only available during your run and will disappear as soon as you start a new path through the labyrinth.

Eternal Blessings are a bit different. Eternal Blessings can be unlocked in Arena of the Gods Story Mode. Eternal Blessings are also acquired after completing the Boss Node and will be yours to add to your pool of choices for all subsequent runs.

When starting a new gauntlet run, players will be able to use a “Starter Blessing” from the pool of blessings they have unlocked in Story Mode.

Choose Your Legend

Players can select and look up information on any of the Legends they have unlocked.

From the beginning of the match, choose a Legend to help you along the way. These Legends are powerful Heroes that unlock as you complete each run through the labyrinth! As a bonus, after Legends are unlocked they are available for all future play-throughs! All players will start with Kastor from the Arena of the Gods Story Mode.

Mix It Up With Events

The event timers and event history as it appears in a new tab on the “Game Summary” popup.

During each Gauntlet mission, three types of events will periodically occur: Player Blessing, Enemy Blessing, and Chaos-type events.

  • Player Blessing events will periodically award you with a gift of resources from the Gods or a Blessing to use until the mission ends.
  • Enemy Blessing events will periodically make all enemies stronger by empowering them with a Blessing until the mission ends.
  • Chaos-type events periodically bring the wrath of the Gods down on all players.

The frequency of these events and what they can do changes depending on the difficulty you have chosen for your Gauntlet Run.

The HUD event timers, as they appear on the default layout when using keyboard and mouse.

View the time until the events occur by looking at the timers near the Minimap and the history of events in the Game Summary UI.

Favor Stash

The “Favor Stash” popup. Now accessible in-game from the Market.

Your Favor Stash accumulates a wealth of currency to be used as you wish in the Gauntlet. You can save your wealth to purchase new items, cash it out as usable Favor, or save it up for the more difficult matches. But be careful – you are limited on the amount you can use during each match!

If you prefer, you can also choose to use your Favor Stash currency in some other Single-player content, such as the regular Skirmish mode!

Level Up Your Game

The victory screen, showing XP rewards and progression to next level.

Each node you win during a Gauntlet Run will earn you XP and Favor Stash currency. As you level up from earning XP, you can unlock new options for usable items in the Favor Stash. (Currently the last item becomes available after reaching level 45). More XP is awarded for playing on higher difficulties and if you are close to the Boss Battle node.

As you progress up to the maximum level of 99, you will continue to increase the maximum Favor you can hold on to and increase how much you can use during each mission.

Progression and Prestige

The updated version of the profile screen shows off a player’s showcased badges.

Highlight your favourite heroic deeds in your profile with your hard-won badges! Show off your efforts on the Leaderboards with the number of runs you have completed on different difficulties, the number of nodes completed, and your best Run time.

The player can use the “Badge Picker” popup to select badge/titles for their showcase and look at the unlock requirements of badges they still haven’t achieved.

We look forward to seeing what players think of this new mode!


Heavenly Spear Available Now!

Heavenly Spear is now available on Steam, Microsoft Store, Xbox, and PlayStation 5!

Available Now!

c++ – Why does MSVC’s std::print corrupt long unicode strings when printing with utf-8?


If I compile the following code in Visual Studio with the /utf-8 flag enabled:

#include <print>

int main() {
    std::println("{}", "▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊");
}

I get the following in my console:

▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊���▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊��▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊▊

enter image description here

I have no idea what’s happening here. Maybe internal buffering is splitting the code units mid-codepoint and causing it to become desynchronized?

EDIT: Just for Mr. Kanavos.

enter image description here

There is in fact a problem here.

OpenAI is launching the Sora app, its own TikTok competitor, alongside the Sora 2 model


On Tuesday, OpenAI announced the release of Sora 2, an audio and video generator to succeed last year’s Sora. Along with the model, the company also launched a linked social app called Sora, where users can be able to generate videos of themselves and their friends to share on a TikTok-style algorithmic feed. OpenAI’s work on a new social platform was previously reported by Wired.

While we haven’t been able to test the invite-only app and Sora 2 model ourselves yet, OpenAI has shared impressive examples. In particular, Sora 2 is better at following the laws of physics, making the videos more realistic. OpenAI’s public clips depict a beach volleyball game, skateboard tricks, gymnastics routines, and cannonball jumps from a diving board, among others.

“Prior video models are overoptimistic — they will morph objects and deform reality to successfully execute upon a text prompt,” OpenAI wrote in a blog post. “For example, if a basketball player misses a shot, the ball may spontaneously teleport to the hoop. In Sora 2, if a basketball player misses a shot, it will rebound off the backboard.”

The Sora app comes with an “upload yourself” feature called “cameos,” which allows users to drop themselves into any Sora-generated scenes. In order to use their own likeness in a generated video, users will have to upload a one-time video-and-audio recording to verify their identity and capture their appearance.

This feature also allows users to share their “cameos” with their friends, allowing them to give other users the permission to include their likeness in videos that they generate, including videos of multiple people together.

“We think a social app built around this ‘cameos’ feature is the best way to experience the magic of Sora 2,” the company wrote.

The Sora iOS app is available to download now and will initially roll out in the U.S. and Canada, though OpenAI says it hopes to expand quickly to other countries. While the Sora social platform is currently invite-only, ChatGPT Pro users should be able to try out the Sora 2 Pro model without an invite.

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Once videos are generated, they can be shared in a feed within the Sora app, which seems like it’ll be similar to TikTok, Instagram Reels, or other short form video feeds. Interestingly, Meta announced just last week that it added a video feed called “Vibes” to its Meta AI app (it’s basically all mindless slop).

To curate its algorithmic recommendations, OpenAI will consider a user’s Sora activity, their location (attained via their IP address), their past post engagement, and their ChatGPT conversation history, though that can be turned off. The Sora app also ships with parental controls via ChatGPT, which allow parents to override infinite scroll limits, turn off algorithmic personalization, and manage who can direct message their child. However, these features are only as powerful as the parent’s technical know-how.

The Sora app will be free at launch, which OpenAI says is “so people can freely explore its capabilities.” The company says that at launch, the only plan for monetization to charge users to generate extra videos in times of high demand.

The launch of a social platform will require significant user safety measures from OpenAI, which has struggled with the same issues in ChatGPT. While users can revoke access to their likeness at any time, this sort of access can easily be abused. Even if a user trusts someone they know with access to their AI likeness, that person could still generate deceptive content that could be used to harm that person. Non-consensual videos are a persistent problem with AI-generated video, causing significant harm with few laws explicitly governing platform responsibility.

Smart home users say they’re done trusting Google


Google's second-gen Nest Hub as part of a smart home setup.

Jimmy Westenberg / Android Authority

TL;DR

  • Many readers of a recent Android Authority article made clear that they’re not willing to give Google another chance with their smart home setups.
  • Much of the skepticism is driven by a fear of product abandonment, poor software performance, or Gemini making basic controls worse.
  • Some commenters remain hopeful about the platform’s future.

It’s always a risk to bet on a comeback. When one of my colleagues recently explained why he was willing to give the Google Home ecosystem another shot, he admitted he might be foolish for doing so. While he’s ready to take the gamble on the next generation of Gemini-powered devices, it seems the majority of our readers aren’t. After years of glitches and abandoned products, many users are suggesting they’ve been burned by Google one too many times to trust the company with their smart home gear.

The general sentiment left in the comments section of Joe Maring’s article is a vote of no confidence in the platform’s future. The original piece argued that new hardware, a redesigned Home app, and the integration of Gemini could finally put Google’s smart home back on track. However, the comments reveal a deep-seated frustration with the company’s track record, with many echoing one comment that Google has “destroyed all trust and goodwill.”

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For some, the issue is the financial sting from previous investments. One commenter, ridahoan, put it bluntly: “Buy Google home hardware? Are you serious? I have a thousand dollars of paperweights and hundreds of dollars of Google books that no longer function.” The fear of product abandonment is certainly understandable. One reader added to that general mood, asking, “Why on earth would ANYBODY EVER trust Google not to abandon something… Fool me once…”

Gemini is a significant source of anxiety for some users.

Beyond the fear of abandonment, some comments focus on the painful state of the software. One user described the Nest ecosystem as “PAIN AND SUFFERING,” characterized by constant bugs and glitches. For long-time user Adam Powell, the deterioration has been steady: “I’ve used a home mini speaker for years now, and I’ve witnessed the thing becoming more and more stupid as time passes. Things that used to be quick and easy require multiple requests, and so many features just straight up stopped working.”

Unsurprisingly, Gemini is also a significant source of anxiety for some users. While Joe expressed tentative hope for the AI, multiple comments report that Gemini is actually worse than the old Assistant for basic smart home functions. Reader tanmay2705 explained their fear, saying: “Gemini on Google Home is what I am dreading most. On my phone, Gemini is much worse than Google Assistant was at home control tasks.” Another user reported that since Gemini was “forced” onto their phone, it is “insanely slower to process” and fails to recognize the wake word.

Despite the overwhelming skepticism, a few readers are either satisfied with their current experience or hold some optimism. Reader Tom noted, “I’ve never really had any problems with Google Home and look forward to the new features.” Others shared the hope that Gemini will continue to improve and serve as a turning point for the ecosystem, with the results of the poll in Joe’s article reflecting this sentiment.

We certainly can’t blame anyone who isn’t willing to give Google another chance with their domestic setup, and Joe openly accepted that he was taking a risk. Ultimately, these comments underline the challenging path ahead for Google’s next generation of smart home products. The company’s new hardware and software won’t just need to meet a high standard — they’ll have to maintain it to regain the trust of many users over time.

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Arctic Awakening Free Download – WorldofPCGames


Arctic Awakening Pre-Installed Worldofpcgames

Arctic Awakening Direct Download:

Arctic Awakening is a first-person narrative adventure set in the mysterious Arctic North where you and your robotic companion, Alfie, must search for your co-pilot and uncover the mysteries waiting around every turn. It was supposed to be routine. A supply drop to an Alaskan town, auto-pilot on, guard down. You and Donovan were already planning post mission drinks when it happened. The storm. Half the plane disappeared in a flash. Donovan was gone, lost to the howling tempest. Waking from the crash, you find yourself alone, trapped in a frozen wilderness, your only companions a court-mandated therapy bot and temperatures that can cut a man to shreds. Hope for survival lies in finding your friend and maybe a way home.

You are Kai, a pilot without a plane, lost in the wilderness of the far north. You’ll need your wits about you to brave the elements, find your co-pilot and get the hell out of Dodge. Along the way, you might just discover what it was that cut your plane clean in two… and what it is making those noises after dark. Arctic Awakening is a narrative adventure where your choices affect the decisions of those around you. Your actions will change your relationship with your companions and perhaps your story itself. Exploring vast landscapes and their hidden sci-fi structures is key to unraveling the secrets that surround you. Uncover the mystery of your missing co-pilot, the source of the catastrophe that left you stranded, and maybe, just maybe, find a way home.

Features and System Requirements:

  • First-person narrative adventure where facing the elements may just be the least of your worries.
  • Breathtaking Arctic vistas and expansive sci-fi facilities to explore.
  • Story-centric choices that shape the narrative, relationships and world around you.
  • An edge of your seat mystery with many secrets to uncover.
  • World-class voice acting brings the thrilling tale and each captivating character to life.
  • Released as a collection of five 2-hour chapters to play at your own pace.

Screenshots

System Requirements

Recommended
Requires a 64-bit processor and operating system
OS: Windows 10 / 11 (64-bit)
Processor: Intel i5-9600K / Ryzen 5 3600
Memory: 16 GB RAM
Graphics: NVIDIA RTX 2060 / AMD RX 6600
DirectX: Version 11
Storage: 10 GB available space
Support the game developers by purchasing the game on Steam

Installation Guide

Turn Off Your Antivirus Before Installing Any Game

1 :: Download Game
2 :: Extract Game
3 :: Launch The Game
4 :: Have Fun 🙂

Xiaomi Pad Mini is the iPad mini alternative I’ve always wanted


There’s no shortage of contenders if you want a good Android tablet, but most products tend to be quite large. Redmagic’s Astra was the outlier, with the tablet touting a 9.06-inch OLED panel that made it a fabulous device. If anything, I’ve been on the lookout for a small Android tablet; we just moved to a new house, and I wanted to set up a smart home dashboard in my living room.

As much as I enjoy using the iPad mini, I wanted an Android tablet to run Home Assistant, and coincidentally, Xiaomi debuted the Pad Mini at just the right time. The tablet was unveiled alongside the 15T and 15T Pro, and I’ve been using it for the better part of two weeks now. Coming in at $429, the Pad Mini undercuts the iPad Mini, but that isn’t anything new — Xiaomi has been doing this for over a decade now. The tablet is limited to select Southeast Asian countries, but it should make its way to other regions over the coming months.

Xiaomi Pad Mini review on Android Central

(Image credit: Harish Jonnalagadda / Android Central)

Like the Xiaomi Pad 7 and Pad 7 Pro, the Pad Mini has a metallic chassis with a minimalist design, and the smaller size makes it easier to use anywhere. Build quality is good, and while the grey variant I’m using doesn’t stand out visually, I’m glad Xiaomi didn’t go overboard with the design.

Xiaomi Pad Mini review on Android Central

(Image credit: Harish Jonnalagadda / Android Central)

The Pad Mini has flat sides, but there are subtle bevels that make it easy to hold and use, and at 326g, it is light enough that there aren’t any problems in this area. It is heavier than the iPad mini, but you’re also getting a bigger panel. The bezels are chunkier than most phones, but they’re uniform.

Xiaomi Pad Mini review on Android Central

(Image credit: Harish Jonnalagadda / Android Central)

Talking about the panel, the 8.8-inch IPS LCD goes up to 165Hz, and that feels like overkill. What’s great is that the interface is fluid, and I didn’t see any slowdowns whatsoever in the two weeks I used the Pad Mini. The 3K resolution of 3008 x 1880 is plenty adequate, and the tablet is powered by MediaTek’s Dimensity 9400+ platform — the same as the Xiaomi 15T Pro. Clearly, there’s no shortage of power, and the few games I played on the Pad Mini ran without any issues.

Xiaomi Pad Mini review on Android Central

(Image credit: Harish Jonnalagadda / Android Central)

I’m using the 12GB/512GB variant of the Pad Mini, but it is also available in an 8GB/256GB configuration. It’s good to see Xiaomi using UFS 4.1 storage modules on the tablet, and it gets a sizeable 7,500mAh battery that comfortably delivers over 10 hours of screen time without any problems.

Xiaomi Pad Mini review on Android Central

(Image credit: Harish Jonnalagadda / Android Central)

The 8.8-inch panel has vibrant colors and is calibrated well, and as is the case with most Xiaomi products, you get a good amount of customizability. What I like the most is that Xiaomi’s reading mode is intact, allowing you to turn the screen monochrome; this gives the Pad Mini a distinct advantage over the iPad mini when reading ebooks on the device.

Xiaomi Pad Mini review on Android Central

(Image credit: Harish Jonnalagadda / Android Central)

Another differentiator is the side-mounted USB-C port. The Pad Mini has the usual USB-C connector at the bottom, but you get a secondary port on the left side, and this makes it doubly convenient to charge the tablet when you’re using it. Xiaomi also bundles a 67W charger in the box — unlike the 15T Pro.

Xiaomi Pad Mini review on Android Central

(Image credit: Harish Jonnalagadda / Android Central)

It’s delightful to use the Pad Mini; the small tablet is easy to hold one-handed, and the panel has good color vibrancy and excellent brightness. It’s just as good to stream HDR content as it is to browse, and the stereo sound makes a difference while watching videos.

Xiaomi Pad Mini review on Android Central

(Image credit: Harish Jonnalagadda / Android Central)

Xiaomi has two accessories designed to be used with the Pad Mini; the Xiaomi Focus Pen is identical to what you get with the Pad 7 and 7 Pro, and it is a decent stylus that lets you jot notes and doodle. It had buttons that allow you to easily annotate or start taking notes in Mi Canvas.

Xiaomi Pad Mini review on Android Central

(Image credit: Harish Jonnalagadda / Android Central)

It’s all thanks to the Xiaomi Pad Mini Cover that I’m able to use the Pad Mini as my smart home controller. The case has a band at the back with integrated rivets, and it lets you hold the tablet a little better. But where it excels is as a kickstand; allowing you to put the Pad Mini on a desk or table and use it.

Opera launches its AI-centric Neon browser


Browser maker Opera launched its AI-centric browser Neon Tuesday, with the ability to create apps through AI prompts and create repeatable prompts through a feature it calls cards. With this Opera joins a growing number of companies like Perplexity and The Browser Company that are trying to make agentic browsers happen.

The company first announced that it was working on Neon in May, but the browser was in closed preview. It will now start sending invites to select people, who can use the browser for a fee of $19.99 per month.

“We built Opera Neon for ourselves – and for everyone who uses AI extensively in their day-to-day. Today, we’re welcoming the first users who will help shape the future of agentic browsing with us,” said Krystian Kolondra, EVP Browsers at Opera, in a statement.

There are a few key parts of the browser. First, there is a plain old chatbot that you can converse with to get answers to your questions. The more agentic feature of the browser is called Neon Do, which will help you get tasks done. For instance, it can summarize a Substack blog and post the summary to a Slack channel. As the browser has the context of your browsing history, you can also ask it to fetch details from a YouTube video you watched last week or the post that you read yesterday.

Opera’s new browser can also write snippets of code, which is helpful for you to create visual reports with tables and charts. It is not clear if you can share these mini-apps with others at the moment.

The Browser Company’s Dia has a feature called Skills, which lets you invoke a prompt repeatedly like a command or an app. Neon lets you build a similar repeatable prompt using cards. Think of this as IFTTT (IF This Then That) of AI prompting. You can combine cards like “pull-details” and “comparison-table” to create a new prompt for comparing products across tabs. Just like in Dia, you can build your own Cards or use the ones that are created by the community.

Opera Neon is also bringing a new tab organizational feature called Tasks, which are contained workspaces of AI chats and tabs. This feature is more like Tab Groups combined with Arc Browser’s workspaces feature, which has its own context for AI.

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In its demo, Opera shows Neon completing tasks like ordering groceries for you. We have seen previously that demos don’t often reflect real-world scenarios — especially with AI products. That means Neon will have to prove its claim in real life.

With this launch, Opera is directly competing with the likes of Perplexity’s Comet and Dia. Big tech companies like Google and Microsoft are also adding more AI-powered features to their browsers. Unlike the competitors, Opera is positioning Neon as a product for power users with its monthly subscription.

Today’s Wordle clues, hints and answer for September 30 #1564


What’s that, it’s the end of the month already? Are you sure? Wow. OK. If you’re as perplexed by the passage of time as we are, you might want a little extra help to go with your daily Wordle. Our new clues can point you towards the right word, today’s hints can polish up your guesses, and the September 30 (1564) answer is on hand if the alphabet’s not your friend this Tuesday.

A clue for today’s Wordle

Stuck on today’s Wordle? Here’s a clue that pertains to the meaning of the word.

Building AI Agents with Agno and GPT-OSS 120B


Introduction

Modern AI applications increasingly rely on intelligent agents that do more than chat; they reason, search, and collaborate. By using Agno, a lightweight framework, and Clarifai’s GPT-OSS 120B, an open-source large language model accessible through an OpenAI-compatible API, you can create sophisticated agents with minimal setup.

This tutorial walks you through three progressively advanced examples:

  1. A web-search agent that answers current events questions.

  2. A knowledge-based agent that accesses domain-specific information.

  3. A multi-agent system where specialized agents work together.

You will also find instructions for setting up your environment and a link to a Colab notebook with the full code so you can follow along.

Setting Up the Environment

To get started, install Agno along with libraries for search, PDF processing, vector storage, finance data, and the Clarifai SDK:

Make sure you have a Clarifai Personal Access Token (PAT) and set it as an environment variable so your agents can authenticate to access GPT-OSS-120B model from Clarifai.

1. A Simple Agent with Web Search

The first example creates an agent that combines GPT-OSS 120B with DuckDuckGo search to answer questions about recent events. The language model interprets the query, the search tool fetches live information, and the agent then assembles a coherent response.

This straightforward setup demonstrates how easily you can combine reasoning with web search. It serves as the foundation for more complex agents.

2. Adding a Knowledge Base

Real-world applications often require access to proprietary or specialized data. In this example, you’ll build a Thai cuisine expert using a recipes PDF. The process includes:

  • Embedding the document with text-embedding-ada-002 from the Clarifai community. 

  • Storing the vectors in LanceDB for efficient retrieval.

  • Configuring the agent to consult its knowledge base first, and only fall back to web search if necessary.

The agent returns a grounded recipe from the PDF and uses web search as a fallback. This approach is essential for building domain experts that rely on proprietary or internal data sources.

3. Coordinating Multiple Agents

For complex scenarios, multi-agent orchestration can help divide and conquer tasks. Agno supports teams of agents, enabling specialization and collaboration. In this example:

  • A Web Research Agent fetches news and current information.

  • A Financial Analysis Agent pulls stock and market data.

  • A Coordinator synthesizes their outputs into a single response.

Here, each agent plays a distinct role, demonstrating how specialization leads to more comprehensive answers. This architecture is ideal for domains such as market research, technical analysis, or any multi-faceted problem that benefits from teamwork.

Conclusion

This walkthrough showcased how to build progressively more capable agents with Agno and GPT-OSS 120B:

  • Simple Web-Search Agent: A quick way to combine language understanding with live data.

  • Knowledge-Based Domain Expert: An agent that draws from proprietary data and uses web search only when needed.

  • Multi-Agent System: A coordinated approach where specialized agents collaborate to solve complex problems.

Each stage adds new capabilities, enabling you to build more advanced systems. For many use cases, a simple web-search agent may suffice. For specialized assistants or research tools, embedding your own data is crucial. And for multi-domain tasks, orchestrating multiple agents can be incredibly powerful.

There is no one-size-fits-all agent—each implementation can be fully customized based on your specific needs, business objectives, and domain requirements.

You can extend these patterns by building multi-agent teams, integrating domain-specific APIs, or experimenting with different agent designs such as coordinator-agent, collaborative-agent, or specialized-task agents. These approaches enable the creation of flexible, adaptive AI systems that can be tailored to solve complex, real-world challenges efficiently and effectively. To explore the examples in this tutorial, check out this notebook

Agentic AI workflows are computationally demanding because they involve multiple agents interacting, reasoning over large contexts, and responding in real time. To operate effectively, these workloads require both high throughput and low latency.

The Clarifai Reasoning Engine provides the computational efficiency required for such workflows. Independent benchmarks by Artificial Analysis on the GPT-OSS-120B model show that it can process over 500 tokens per second with 0.3 seconds to first token, demonstrating the kind of performance that enables responsive and scalable multi-agent systems. You can try out the GPT-OSS-120B model.