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Retro Cosmic Dive

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Naughty Dog’s Intergalactic: The Heretic Prophet Trailer Wins Over Fans

Stunning Graphics and Immersive Storytelling

Game studio Naughty Dog has dropped the trailer for its upcoming release ‘Intergalactic: The Heretic Prophet’, and fans are already pumped. The trailer has garnered immense praise online, particularly for its subtle design details. The game follows bounty hunter protagonist Jordan A. Mun who ends up stranded on the distant planet Sempiria.

Retro-Futuristic Aesthetic

Partnering with branding giants from the worlds of automotive, fashion, and tech, Naughty Dog has effortlessly nestled some of the best logos of all time into its trailer, creating a perfect retrofuturistic aesthetic. With an eye for detail and a promising plotline, Intergalactic is set to be the developer’s "wildest, most creative story yet" and fans are already hungry for more.

Logophiles Delighted

Logophiles were delighted by cameos from the Porsche, Adidas, and Sony logos, which injected the trailer with some nostalgic realism. My favorite detail is Jordan’s fancy Sony CD player (very retro, even by today’s standards). As one fan fittingly wrote on X "People are calling Intergalactic retro-futurism, but it’s really ‘hipsters in space’."

Announcement Trailer

Revealed at The Game Awards 2024, the announcement trailer received plenty of praise thanks to its stunning graphics and immersive storytelling, with Naughty Dog promising it will be its "deepest gameplay" yet. With a blend of 80s aesthetics and futuristic design, the world feels fresh and uncharted yet comfortingly familiar.

Image Credit

(Image credit: Naughty Dog)

Conclusion

Naughty Dog’s Intergalactic: The Heretic Prophet trailer has won over fans with its stunning graphics and immersive storytelling. The game’s retro-futuristic aesthetic, complete with cameos from iconic logos, has delighted logophiles and fans alike. With a promising plotline and an eye for detail, Intergalactic is set to be one of the most creative and wildest stories yet from Naughty Dog.

Frequently Asked Questions

Q: What is the release date of Intergalactic: The Heretic Prophet?
A: The release date has not been announced yet.

Q: Who is the protagonist of Intergalactic: The Heretic Prophet?
A: The protagonist is bounty hunter Jordan A. Mun.

Q: What is the setting of Intergalactic: The Heretic Prophet?
A: The game takes place on the distant planet Sempiria.

Q: Is Intergalactic: The Heretic Prophet a single-player game?
A: The game type has not been specified yet.

Q: Can I pre-order Intergalactic: The Heretic Prophet?
A: The game is not available for pre-order yet.

Evolving AI-Powered Game Development with Retrieval-Augmented Generation

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What is Retrieval-Augmented Generation (RAG)?

RAG is a software architecture that combines the capabilities of large language models (LLMs) with information sources specific to a business, offering a more efficient alternative to model retraining. It operates through four main components: user prompt, information retrieval, augmentation, and content generation.

How does RAG work?

The process begins with an initial query or instruction from the user. RAG then searches relevant datasets to find the most pertinent information. The retrieved data is combined with the user prompt to enrich the input given to the LLM. Finally, the LLM generates a response based on the augmented prompt.

Benefits of RAG

RAG offers several benefits, including:

* Improved accuracy: RAG ensures that NPCs and game elements behave consistently with the latest game lore and mechanics, generating realistic and contextually appropriate dialogue and narrative elements.
* Domain-specific responses: By integrating proprietary game design documents and lore, RAG enables tailored AI behavior that aligns with the game’s unique universe and style.
* Reduced bias and hallucinations: By grounding responses in real data, RAG minimizes the risk of generating biased or inaccurate content.
* Cost-effective implementation: RAG eliminates the need for frequent model retraining, enabling developers to quickly adapt AI systems to new game updates and expansions while reducing manual content creation efforts.

Demonstrating RAG with Unreal Engine 5

To showcase the power of RAG, a demo was developed using Epic Games’ Unreal Engine 5, leveraging its extensive publicly available data. The demo features Code Llama 34 B, an LLM tuned for code generation, optimized by NVIDIA Triton Inference Server and NVIDIA TensorRT-LLM.

Real-world RAG use cases for game development

RAG offers significant benefits for game developers, enhancing the development process and improving the overall developer experience. Some real-world use cases include:

* Enhanced documentation access: RAG streamlines interaction with Unreal Engine 5 documentation, enabling developers to quickly find answers about engine features, blueprint scripting, and rendering techniques directly within their development environment.
* Intelligent code assistance: By leveraging vast codebases and best practices, RAG can provide context-aware code suggestions, improving coding efficiency and reducing errors.
* Rapid prototyping: RAG assists in generating placeholder content, such as temporary dialogue or level descriptions, enabling faster iteration during the early stages of development.
* Developer onboarding and training: Personalized tutorial systems powered by RAG can guide new team members based on their skill levels, significantly improving the onboarding process and supporting ongoing learning.
* Automated bug resolution: RAG can help developers troubleshoot issues by retrieving relevant solutions from internal documentation, known issues databases, and community forums.

Get Started with RAG

RAG represents the next step in the evolution of AI-driven game development. By seamlessly integrating additional datasets with a foundation LLM, RAG enhances the accuracy, relevance, and timeliness of generated content. Whether for game development, lore retrieval, customer service, or countless other applications, RAG offers a cost-effective and powerful solution that can transform how enterprises and developers interact with their data.

FAQs

Q: What is RAG?
A: RAG is a software architecture that combines the capabilities of LLMs with information sources specific to a business, offering a more efficient alternative to model retraining.

Q: How does RAG work?
A: RAG operates through four main components: user prompt, information retrieval, augmentation, and content generation.

Q: What are the benefits of RAG?
A: RAG offers improved accuracy, domain-specific responses, reduced bias and hallucinations, and cost-effective implementation.

Q: How can I get started with RAG?
A: You can start by exploring the demo developed using Unreal Engine 5, which showcases the power of RAG in game development.

Decentralized AI Ecosystem: New Frontier

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Artificial Intelligence and its associated innovations have revamped the global technological landscape, with recent data released by the US government predicting 13% growth in IT-related opportunities over the next six years – potentially adding 667,600 new jobs to the sector.

Decentralising AI’s Foundations

While AI’s potential is seemingly limitless, its rapid growth has brought a challenge – the centralisation of AI development and data management. As AI systems become more sophisticated, risks like dataset manipulation, biased training models, and opaque decision-making processes threaten to undermine their potential. Different blockchain tech providers have taken steps to decentralise the sector, offering infrastructure frameworks that change how AI systems are developed, trained, and deployed.

Space and Time (SXT) has devised a verifiable database that aims to bridge the gap between disparate areas, providing users with transparent, secure development tools that mean AI agents can execute transactions with greater data integrity.

Chromia takes a similar approach, with a focus on creating a decentralised architecture to handle complex, data-intensive AI applications. "Our relational blockchain is specifically designed to support AI applications, performing hundreds of read-write operations per transaction and indexing data in real-time," said Yeou Jie Goh, Head of Business Development at Chromia.

Establishing a Roadmap for Technological Sovereignty

The synergy between AI and blockchain is more than a fad, rather, a reimagining of AI’s infrastructure. Space and Time is working to expand its ecosystem in multiple domains, including AI, DeFi, gaming, and decentralised physical infrastructure networks (DePIN). Its strategy focuses on onboarding developers and building a mainnet that delivers verifiable data to smart contracts and AI agents.

Conclusion

The implications of AI’s shift toward decentralisation are of significant interest to Nate Holiday, CEO of Space and Time. He predicts that blockchain-based transactions associated with AI agents could grow from the current 3% of the market to 30% in the near future. The transition is not just a technological innovation but a means of creating a more transparent, secure, and democratised technological ecosystem.

Frequently Asked Questions

Q: What is the potential growth of the AI sector?
A: The AI sector’s cumulative valuation may reach $3.6 trillion across industries by 2034.

Q: How is AI being used in the healthcare sector?
A: 38% of today’s major medical providers use AI-based diagnostic tools.

Q: What is the potential impact of AI on the financial sector?
A: AI is expected to contribute approximately $15.7 trillion to the global economy by 2030.

Q: What is the potential impact of AI on the retail sector?
A: The retail industry anticipates anywhere between $400 billion and $660 billion through AI-driven customer experiences annually.

Q: What is the role of blockchain in AI development?
A: Blockchain tech providers are working to decentralise AI development and data management, offering infrastructure frameworks that change how AI systems are developed, trained, and deployed.

Seize the Challenge

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A Day in the Life of Amy Globus, Co-Founder of Team Design Studio

Could you walk me through a typical day in your role?

My days are fast-paced. All of the projects that Team works on, everything that I experience – from family breakfasts to taking my kids to school to the books I read – intertwine and inform my creative process. When I’m in the office, I’m usually on calls with clients tackling the unique challenges that come with each project and finding solutions that fit. I spend a lot of time with our designers, strategists, and project managers making sure that our strategy, design, and overall creative visions are aligned. We laugh a lot too.

What was your early career like?

I began my career as a visual artist, working with everything from crystals to sound mixing – I even raised an octopus. From the start, I knew that I wanted to explore what it means to be human. My love of learning drove me to try any and everything that sparked my curiosity. It wasn’t until I started working in design that I realized how much creative freedom I’d had as an artist. At an agency, there’s often little room for mistakes or time to experiment and try new things. When things move fast, you have to keep up.

What inspires your personal art?

Everything – nature and human nature. I’m fascinated by the ways we interact with our environment, how it shapes us, and how we shape it in return. Whether it’s the vastness of a landscape or the intricacies of human relationships, I’m always curious about the connections we create with the world, both natural and constructed. There’s a deep mystery and beauty in nature that speaks to me, especially in how it intersects with our emotions, memories, and sense of identity. My work often explores these layers, about finding the spaces where the external world mirrors our inner lives.

How has your art career informed your role as creative director at Team?

I find that my career as a visual artist always seeps through the cracks of everything I do. I’ve always been drawn to the idea of cross-pollination, so whether it’s making honey, reading books to my kids, watching movies, going to art shows, or teaching myself about business – all ends up in the work I do at Team.

How do you approach design with an artist’s sensibility?

Though it might not be the first thing that comes to mind, I think the key to approaching design with an artist’s sensibility is through strategy. Strategy is crucial. A big part of my process is holding up a mirror to our clients and asking, "Does this work authentically represent your aspirations? Is it true to who you are?"

What are your favorite tools?

My favorite tools are the things that inspire me – books like Klara and the Sun by Ishiguro or The Ones Who Walk Away from Omelas by Ursula Le Guin, art exhibitions, travel, and learning new crafts or skills. Inspiration is my best tool; it fuels everything I do. It’s those unexpected moments – seeing a new place, reading a passage that sticks with me, or trying my hand at something new – that spark ideas and open up creative possibilities. Software and technology evolve constantly, but inspiration stays with you, shaping the way you think and create in a lasting way.

What’s your dream project/dream client?

I’d love to rebrand Architectural Digest (AD). It’s one of my favorite publications, and as a long-time subscriber and interior design fanatic, I feel it’s about time for a fresh design direction. AD has such a rich history and a strong voice in the design world, but there’s so much opportunity to bring a new perspective forward, one that reflects the evolving world of architecture, design, and culture. A rebrand would be an exciting chance to honor that legacy while pushing the boundaries of what the magazine can represent moving forward.

What career advice would you give your younger self?

I would tell my younger self to stay connected – with others, with yourself, and with the things that inspire you. When you’re starting out, whether it’s in a new project or building a business, it’s easy to feel out of place and doubt yourself. But it’s important to recognize the value of your skills and experience and trust that you can handle what comes your way. I’d also remind her to own her accomplishments. As women, we’re often encouraged to be modest and share the spotlight, and while giving credit is important, it’s equally okay to be proud of your work and to voice that pride. Finally, I’d tell her to never lose that sense of experimentation and curiosity. In design, you’ll come across systems and ways of working that seem rigid. But before you follow the established path just because "that’s how it’s always been done," remember to consider things from your own fresh, creative perspective. There’s never just one way to solve a problem. Trust your instincts.

Anything else to add?

I believe that exploration, taking risks, and being authentic are key to both personal growth and creative success. I encourage others, especially women, to own their accomplishments, trust their instincts, and approach challenges as chances to innovate. Throughout my career, I’ve seen firsthand how staying connected to what drives you makes all the difference. Confidence, curiosity, and collaboration are what help you thrive – not just in the creative industry, but in life.

FAQs:

Q: How did you get started in the design industry?
A: I began my career as a visual artist, working with various mediums, including sound and performance.

Q: What inspired your transition to design?
A: I wanted to explore what it means to be human, and my love of learning drove me to try new things, leading me to design.

Q: How do you approach design with an artist’s sensibility?
A: Through strategy, which is crucial. I hold up a mirror to our clients and ask if the work authentically represents their aspirations.

Q: What’s your favorite design project you’ve worked on?
A: I’m proud of our work on the Pfizer rebrand, as well as our projects with the Independent Art Fair and The Bronx Museum.

Q: What’s the most important thing you’ve learned about design?
A: The importance of strategy and trusting your instincts, as well as the value of exploration and curiosity.

I’m a ChatGPT Power User: Canvas

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The Game-Changing Canvas Feature in ChatGPT

OpenAI is constantly adding new features to ChatGPT to make it more functional for everyday needs. The recently added Canvas feature — unveiled in October — has transformed my ChatGPT workflow, and as of this week, it’s available to all ChatGPT users for free, with some updates.

How to Use ChatGPT with Canvas

To get started, just let ChatGPT know you would like to use Canvas to answer your query. The AI will then tell you to input what you are working on, and once you enter your project, you will see the magic happen.

For my example walk-through, I’ll use an essay I published as an undergrad since I don’t use AI tools to edit or write my ZDNET articles in any capacity. I copied and pasted the essay text into the textbox with the prompt: “Can you help me edit this piece?”

As you can see below, instead of just outputting a revised version below the initial prompt, ChatGPT with Canvas automatically opened a new interface. My edited project was placed on the right side of the screen, while my initial prompt was on the left, with a textbox available to ask additional questions.

The Interface

With this interface, no matter how many questions you ask or how many edits are made, your project will always remain in the same spot on the right, giving you easy visibility as to what the text looks like after each edit and how it fares next to the original.

What Makes the Canvas Interface a Game-Changer?

Typically, when you ask ChatGPT to revise the text, the AI outputs the new version as the next message, making it difficult to compare the original and edited piece side-by-side and keep track of the changes. For example, with the regular interface, if you ask something like, “Can you revise this cover letter?” and then follow up by asking to revise one specific paragraph, ChatGPT may just output the new paragraph, forcing you to go back and forth to piece both generations together. This approach is inconvenient, especially if you switch between both versions and there is lots of dialogue in between.

The Shortcuts

Another game-changing element of the Canvas feature is the new shortcuts. On the page where your project lives, a button in the lower-right corner — represented by a pencil — includes four one-click shortcuts that can transform your project.

These writing shortcuts help users adjust lengths, change reading levels, add emojis, and “add final polish,” which checks for grammar, clarity, and consistency. The coding shortcuts can review code, add logs, add comments, fix bugs, and port to a language. The buttons are a quick and efficient way to implement your changes without text prompts.

Highlighting and Code

Here’s another convenient tool (and my personal favorite): you can highlight portions of your project for specific changes. All you need to do is highlight lines of your text or code, and another set of shortcuts will appear.

This time, Canvas allows you to change the formatting with options such as bold or italicize, and directly asks ChatGPT for help with that specific section.

The Quality of the Edits

What about the quality of the edits? Because Canvas uses GPT-4o — OpenAI’s most advanced, well-rounded model — the edits are valuable and improve the overall quality of the text. If you ask for a general edit, Canvas will check grammar and spelling (as Grammarly does), and syntax.

Conclusion

In conclusion, the new Canvas feature in ChatGPT is a game-changer for anyone who uses the tool for everyday projects. With its new interface and shortcuts, you can easily collaborate on your writing and coding projects, keep track of changes, and implement edits with ease. Whether you’re writing a cover letter, polishing a personal email, or simply need help with code, Canvas is a feature worth exploring.

Frequently Asked Questions

Q: How do I access the Canvas feature in ChatGPT?
A: Simply ask ChatGPT to help you with your project and select the Canvas interface.

Q: What kind of projects can I use the Canvas feature for?
A: You can use Canvas for any type of project, including writing, coding, and more.

Q: Are the edits done by the Canvas feature final?
A: No, the edits are not final. You can always ask ChatGPT to make further changes or make edits yourself.

Q: Does the Canvas feature come with a cost?
A: No, the Canvas feature is available to all ChatGPT users for free, with some updates.

Q: Can I use the Canvas feature with ChatGPT Pro?
A: Yes, you can use the Canvas feature with ChatGPT Pro for even more advanced editing and collaboration capabilities.

The Best Animation Software

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Best Animation Software: A Comprehensive Guide

Best Overall: Autodesk Maya
Autodesk Maya is widely used in the film, TV, and video game industries for its powerful and versatile animation tools. It’s ideal for creating complex character animation, rigging, and simulations. While it has a steep learning curve, Maya is best suited for professional animators and artists.

Best Free: Blender
Blender is a powerful and free open-source software that’s quickly becoming one of the most popular animation packages for both hobbyists and professionals. It offers in-depth animation tools and is supported by regular plugin releases via the Blender Extensions store. Blender is used in film and game development, making it a great option for those looking for a free and powerful animation solution.

Best for Arch-Viz: Autodesk 3ds Max
Autodesk 3ds Max is a 3D animation package that’s used in all 3D industries, particularly for animation in film, video games, and arch-viz. It’s supported by the best 3ds Max plugins for extra tools and features. While it has fewer animation tools than Maya, 3ds Max is more focused on creating environments for arch-viz and games.

Best Real-Time: Unreal Engine
Unreal Engine is the most widely used real-time 3D creation platform, used in video games, films, VFX, virtual production, and more. The latest "next-gen" version, Unreal Engine 5, has unique animation tools, including Sequencer and MetaHuman for dynamic character animation and cinematics.

Are There Free Animation Software?
Yes, Blender is free to use for hobbyists and professionals. Many leading 3D animation apps have free trials or are free for students, while 2D animation apps like Krita and Pencil2D are free.

What is the Best Animation Software for Beginners?
We recommend Cinema 4D for beginners due to its balance of features, industry use, and strong community of helpful tutorials. Blender is also a good option, being powerful and free. 2D artists should look to Procreate Dreams.

Is Animation Easy to Learn?
While it can seem complex, especially 3D animation, there are apps that make it easier, such as iClone and Procreate Dreams. There are also many free courses and tutorials that teach the basics.

How to Choose the Best Animation Software
When choosing the best animation software, consider the following:

  • What’s your skill level?
  • Consider the cost
  • What are the features?
  • Consider your job

How We Review
We review and test all the animation software in this guide, using it daily in personal and professional projects. We also regularly post new reviews of software updates as they’re released.

FAQs

Q: What’s the best animation software for beginners?
A: Cinema 4D is a good option, but Blender is also a good choice for beginners.

Q: Is animation easy to learn?
A: It can seem complex, but there are apps and tutorials that make it easier.

Q: What are the best animation software for 2D and 3D animation?
A: For 2D, look to Procreate Dreams, and for 3D, look to Maya, Blender, and 3ds Max.

Tech’s Global Hunt for Affordable Energy

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The Rise of Data Centers: A New Boom Industry in Johor, Malaysia

A New Chapter for Johor’s Economy

On the southern tip of Malaysia lies the state of Johor, renowned for its beaches and mountainous jungle. But Johor has a new boom industry: data centers to power generative AI, with Microsoft committing more than $2 billion on just such a data center. For the tech giants, electricity has become the new oil.

The Growing Demand for Data Centers

A state-of-the-art AI data center might need 90 MW, enough to power tens of thousands of American homes. With AI applications proliferating, from chatbots to AI agents, needs are growing. One industry consortium is planning for data centers requiring 10 GW (more than a hundred times the demand of today’s largest).

The Quest for Cheap and Reliable Power

Securing cheap, reliable power is now as crucial to tech firms as silicon chips. In 2025, the big tech firms will scour the globe for kilowatts, megawatts, and gigawatts. In board meetings, discussions about server capacity are increasingly overshadowed by discussions on grid capacity and energy futures. Nations blessed with abundant low-cost energy are leveraging this newfound advantage and crafting policies to attract AI investments with the zeal once reserved for manufacturing.

The Rise of Unlikely Competitors

Regions that have historically won the data center ark, such as Ireland and Singapore, have found their capacity strained to bursting before the GenAI boom. This has created opportunities for unlikely competitors, not just Malaysia but Indonesia, Thailand, Vietnam, and Chile. Latency is less important than keeping the electrons flowing.

Cooler Climates and Coastal Areas

Location ultimately does matter. Half of the energy costs in a data center typically comes from running cooling systems and air conditioning to keep the servers from overheating. Cooler climates or coastal areas will start to become more in demand as potential sites.

The Draw to Deliver AI

This draw to deliver AI is so powerful that big tech firms are buying dirty power to meet it, putting their own and local economies’ decarbonization targets at risk.

Countries Compete for Data Centers

Countries hotly compete for the business of data centers. Tax breaks are popular: more than half of US states—including Arizona, New York, and Texas—offer operators some form of tax break, and even preferential rates for buying land and committing to access to power. In Malaysia, Green Lane Pathway initiatives expedite construction approvals, cutting through red tape to fast-track construction—and power lines—for data centers. Concessions of data regulations to allow information to flow freely.

A Shift in Global Influence

This interplay between watts and algorithms is redrawing the map of global influence. It’s a shift as profound as the oil boom of the 20th century, but far less visible. No pipelines are being built, no tankers are changing course. Instead, nondescript warehouses humming with servers are becoming the new geopolitical hotspots.

Conclusion

The extent to which this shifts global influence is unclear. The real research on AI—where the breakthroughs happen—will remain in the research hubs of San Francisco, London, Beijing, and Paris. The data centers that take these algorithms to market, however, will be a low-margin, pile-it-high and sell-it-cheap business.

FAQs

Q: What is the impact of data centers on the environment?
A: Data centers are a significant contributor to greenhouse gas emissions, with some estimates suggesting that they will account for up to 3.8% of global emissions by 2030. To mitigate this, data centers will need to transition to renewable energy sources.

Q: How do countries attract data centers?
A: Countries offer tax breaks, preferential rates for buying land and access to power, and concessions on data regulations to attract data centers.

Q: What is the future of data centers?
A: The future of data centers lies in building sustainable, low-carbon infrastructure that can accommodate the growing demand for data processing and storage while minimizing environmental impact.

AI Trends in 2025: Revolutionizing Industries

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The Power of Community Support: Why I’m Turning to Patreon

Why Patreon?

As a content creator, I’ve always believed in the importance of community and the value of supporting one another’s work. That’s why I’ve decided to join the ranks of creators who are turning to Patreon, a platform that allows fans to support their favorite creators in exchange for exclusive content, early access, and behind-the-scenes insights.

What is Patreon?

For those who may be unfamiliar, Patreon is a subscription-based platform that allows creators to monetize their content by offering exclusive rewards to their most dedicated fans. By joining a creator’s Patreon, fans can become part of a community that values and supports their work, receiving rewards such as:

  • Early Access: Get exclusive access to new content, including behind-the-scenes footage, concept art, and more.
  • Behind-the-Scenes Insights: Gain a deeper understanding of the creative process, with in-depth explanations of how your favorite projects came to be.
  • Special Offers: Receive exclusive discounts and promotions, just for being part of the Patreon community.

Why I’m Turning to Patreon

As a [Your Profession/Field], I’ve always been passionate about creating content that resonates with others. However, the reality is that creating high-quality content requires a significant amount of time, effort, and resources. By joining Patreon, I can focus on producing the best content possible, knowing that I have a dedicated group of supporters to help me continue doing what I love.

What You Can Expect

By supporting me on Patreon, you can expect:

  • Regular Updates: Stay up-to-date with my latest projects, including new content, behind-the-scenes insights, and more.
  • Exclusive Content: Receive access to exclusive rewards, including early access to new content, concept art, and more.
  • Behind-the-Scenes Insights: Get a deeper understanding of the creative process, with in-depth explanations of how my projects came to be.

Frequently Asked Questions

Q: What’s the cost of supporting you on Patreon?
A: The cost of supporting me on Patreon is [insert cost].

Q: What kind of exclusive content can I expect to receive?
A: As a patron, you’ll receive early access to new content, behind-the-scenes insights, and more.

Q: How often will I receive updates from you?
A: I’ll be posting regular updates, including behind-the-scenes insights, concept art, and more.

Q: Can I cancel my subscription at any time?
A: Yes, you can cancel your subscription at any time.

By supporting me on Patreon, you’re not only helping me continue to create the content you love, but you’re also becoming part of a community that values creativity and community. Thank you for considering supporting me on this journey!

Orchestrating AI Across Any Infrastructure

Artificial Intelligence Platform Provider Clarifai Unveils Compute Orchestration Capability

Optimize AI Workloads, Cut Costs, and Avoid Vendor Lock-in with Clarifai’s New Compute Orchestration Platform

Clarifai, a leading artificial intelligence platform provider, has announced a new compute orchestration capability that enables enterprises to optimize their AI workloads, reduce costs, and avoid vendor lock-in. The public preview release allows organizations to orchestrate AI workloads through a unified control plane, regardless of whether they are running on cloud, on-premises, or in air-gapped infrastructure.

Reducing Compute Usage and Costs

Clarifai’s compute orchestration platform claims to reduce compute usage by 3.7x through model packing optimisations, while supporting over 1.6 million inference requests per second with 99.9997% reliability. This can potentially cut costs by 60-90%, depending on configuration.

Key Features of the Compute Orchestration Platform

  • Cost Optimization: Automated resource management, including model packing, dependency simplification, and customisable auto-scaling options that can scale to zero for model replicas and compute nodes.
  • Deployment Flexibility: Deployment on any hardware vendor, including cloud, on-premise, air-gapped, and Clarifai SaaS infrastructure.
  • Integration with Clarifai’s AI Platform: Integration with Clarifai’s AI platform for data labeling, training, evaluation, workflows, and feedback.
  • Security Features: Deployment into customer VPCs or on-premise Kubernetes clusters without requiring open inbound ports, VPC peering, or custom IAM roles.

A Solution Born from Customer Feedback

The compute orchestration platform emerged from Clarifai customers’ issues with AI performance and cost. A customer noted, "If we had a way to think about it holistically and look at our on-prem costs compared to our cloud costs, and then be able to orchestrate across environments with a cost basis, that would be incredibly valuable."

Putting the Capabilities to Use

The compute orchestration capability builds on Clarifai’s existing AI platform, which has processed over 2 billion operations in computer vision, language, and audio AI. The company reports maintaining 99.99%+ uptime and 24/7 availability for critical applications.

Availability and Getting Started

The compute orchestration capability is currently available in public preview. Organizations interested in testing the platform should contact Clarifai for access.

Frequently Asked Questions

Q: What is Clarifai’s compute orchestration platform?
A: Clarifai’s compute orchestration platform is a new capability that enables enterprises to optimize their AI workloads, reduce costs, and avoid vendor lock-in.

Q: What are the key features of the compute orchestration platform?
A: The key features include cost optimization, deployment flexibility, integration with Clarifai’s AI platform, and security features.

Q: How does the compute orchestration platform reduce compute usage and costs?
A: The platform reduces compute usage by 3.7x through model packing optimisations, while supporting over 1.6 million inference requests per second with 99.9997% reliability. This can potentially cut costs by 60-90%, depending on configuration.

UK Creative Sector Seeks Copyright Protection from AI Companies

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Creative Industries Urge Government to Protect Copyright Rules

Almost 40 British creative groups spanning publishers, authors, and photographers have urged the government to protect copyright rules of the more than £100bn-a-year industry ahead of a controversial consultation.

The Need for a Licensing Market

The Creative Rights in AI Coalition said a licensing market for the use of creative content in building generative AI was needed not just for fairness, but was also “the only way that both sectors will flourish and grow”. The newly formed group wants the government to adopt basic principles as a framework for developing AI policy, including a licensing market with protections for copyright, and ensuring that content creators have control of their work and are able to monitor how it is used.

Controversial Consultation

The government is due to launch a consultation into AI and creative industries on Tuesday. The topic has become controversial because of concerns that AI companies are already reproducing much of the UK’s creative output without payment or attribution.

Industry Concerns

In a statement to the Financial Times, the coalition said: “The UK creative industries generate well over £100bn annually. We have, quite literally, earned the right to have our voice heard. The key to that success, and future growth, is copyright law.”

Coalition Members

Organisations that have joined the coalition include Daily Mail owner DMG, PRS for Music, the News Media Association, the Publishers Association, Associated Press, Society of Editors, Pan Macmillan and the British Phonographic Industry. The Financial Times is also a member.

The Issue of Text and Data Mining

Text and data mining by generative AI systems involves the automated crawling and analysis of large parts of the internet, and is critical to AI development. But executives are concerned that the government will consult on rules that will make it difficult for copyright holders to strike deals over their work with AI companies. Many in the industry accuse AI companies of already having scraped their content and used for training purposes.

Failed Voluntary Code of Conduct

An attempt to create a voluntary code of conduct failed this year with both sides unable to agree on a position.

Government’s Stance

Culture secretary Lisa Nand told a select committee of MPs that the government wanted to “to get the balance right” between encouraging technological advances and protecting the rights of the creative industries.

Public Opinion

New public polling from Reset Tech and YouGov shows that the public overwhelmingly backs transparency in the training of AI models, and the payment of royalties to content creators by tech firms.

Conclusion

The creative industries are a significant contributor to the UK’s economy, and it is essential that the government prioritizes the protection of their intellectual property rights. The Creative Rights in AI Coalition’s call for a licensing market is a crucial step in ensuring that both the creative industries and AI companies can thrive and grow.

FAQs

Q: What is the Creative Rights in AI Coalition?
A: The Creative Rights in AI Coalition is a group of 40 British creative groups that aims to protect copyright rules in the creative industries.

Q: Why is a licensing market needed?
A: A licensing market is needed to ensure that content creators have control of their work and are able to monitor how it is used.

Q: What are the concerns about AI companies?
A: Many in the industry accuse AI companies of already having scraped their content and used it for training purposes without payment or attribution.

Q: What is the government’s stance on the issue?
A: The government wants to “get the balance right” between encouraging technological advances and protecting the rights of the creative industries.

Q: What do the public think about AI and the creative industries?
A: New public polling shows that the public overwhelmingly backs transparency in the training of AI models, and the payment of royalties to content creators by tech firms.