Why Midjourney was created? And The Man Behind it

Goda Go
31 Jan 202308:47

TLDRThe video delves into why Midjourney was created and the visionary behind it, David Holtz. It explores how Midjourney stands out, from its large-scale GPU usage to its unique presence on Discord. David’s background and connections allowed quick access to resources, but his real vision is creating new ‘human infrastructure’ through imagination and collaboration. The platform's collective creativity thrives in Discord's social environment. The video also touches on Midjourney’s minimal marketing approach, the challenges of scaling GPU capacity, and potential breakthroughs in AI technology over the coming years.

Takeaways

  • 😀 Midjourney has rapidly become the largest Discord server with over 9 million users.
  • 💻 David Holtz, the founder of Midjourney, leveraged his reputation in the tech field to secure large-scale GPU resources for the project.
  • 🚀 Midjourney didn't train its initial models; instead, it used open-source tools like OpenAI's CLIP to develop its capabilities.
  • 💡 The real reason Midjourney is hosted on Discord is that the team is fully remote, and Discord allowed them to conduct agile user testing.
  • 🎨 Midjourney aims to build a new 'human infrastructure' focusing on reflection, imagination, and coordination.
  • 🌍 Midjourney produces images across different regions worldwide, balancing GPU usage by 'racing the darkness' across time zones.
  • 📊 Midjourney's biggest challenge in scaling is the physical limitations of GPUs and cloud infrastructure, which may limit computational capacity in the near future.
  • 🔧 The founder is considering new chip technologies that could revolutionize computation for AI models by embedding neural networks directly into chips.
  • 🛠️ Katherine Crowson, an independent researcher, played a significant role in the development of early diffusion models, influencing Midjourney's growth.
  • 🧠 David Holtz envisions Midjourney as more than just an image generation tool; it's part of a broader goal to explore new forms of human creativity.

Q & A

  • Why was Midjourney created?

    -Midjourney was created as a research lab with the goal of exploring new mediums of thought and expanding the imaginative powers of the human species. The founder, David Holtz, envisions building new human infrastructure and fostering creativity.

  • What is the long-term vision of Midjourney?

    -The long-term vision is to create new pillars of infrastructure for human creativity, reflection, imagination, and coordination. Midjourney aims to enable people to reflect on their goals, imagine possibilities, and coordinate efforts to achieve them.

  • Why are Midjourney's images considered exceptional?

    -Midjourney's images are praised for their quality because the team has skillfully combined open-source technologies, such as OpenAI’s CLIP, and created custom enhancements. Over time, they improved their models, training their version 4 model, which took 9 months.

  • Who is the person behind Midjourney?

    -David Holtz, a well-known second-time founder in Silicon Valley, is the mastermind behind Midjourney. He previously founded Leap Motion and has a strong reputation for working on cutting-edge technologies.

  • How does Midjourney's use of Discord contribute to its success?

    -Midjourney uses Discord as its primary platform because the team is fully remote. They discovered that Discord's social environment enhances creativity by allowing users to collaborate and expand on each other's ideas, leading to more imaginative outcomes.

  • Why is there little media coverage or marketing for Midjourney?

    -Midjourney is relatively quiet on the marketing side because they don’t have the resources to serve everyone due to computational limitations. Scaling their access to GPUs is a challenge, so they focus on maintaining quality over reaching mass markets at this time.

  • How did Midjourney secure access to 10,000 GPUs?

    -David Holtz’s reputation in Silicon Valley helped Midjourney gain access to large GPU resources without venture funding. His network allowed him to directly contact cloud vendors and secure the necessary infrastructure.

  • How does Midjourney balance GPU usage globally?

    -Midjourney distributes GPU usage across different regions globally, often taking advantage of nighttime hours in regions like Korea or the Netherlands to ensure efficient use of computational resources.

  • What are the computational challenges facing Midjourney?

    -Midjourney faces significant computational limitations due to the sheer demand for GPUs. Scaling by a factor of 10 or 1000 would require an immense amount of resources, including new data centers and custom chips to handle the load.

  • What potential future developments could help Midjourney scale?

    -David Holtz speculates that new forms of custom chips, possibly designed to hold neural networks directly in the hardware, could dramatically improve scalability and reduce the need for large amounts of cloud-based GPUs.

Outlines

00:00

🤔 Why Was Midjourney Created and What's the Vision?

The paragraph begins with a personal query to the founder of Midjourney about the reasons for creating the platform, its long-term vision, and why its images are exceptional. The author highlights the lack of information, marketing, and interviews with the founder, David Holtz, which sparked curiosity. Before revealing what they discovered, the author sets the context by explaining why Midjourney is significant, with its massive Discord user base and GPU usage. It emphasizes that David Holtz's reputation in the tech field allowed Midjourney to scale rapidly without venture funding.

05:00

🚀 The Legacy of David Holtz and Leap Motion's Influence

The focus shifts to David Holtz, founder of Midjourney, who is a respected figure in Silicon Valley. His previous venture, Leap Motion, pioneered mid-air gesture control, though it was criticized for usability issues. Despite these challenges, Holtz's reputation helped him secure resources quickly for Midjourney. This background demonstrates Holtz’s ability to innovate and scale projects, establishing the foundation for the company's success in generative AI.

🔮 Holtz's Vision for Midjourney: Human Infrastructure

The paragraph reveals David Holtz's broader goals for Midjourney beyond just creating an image generation tool. The vision is to build new 'human infrastructure' that fosters reflection, imagination, and coordination. Holtz sees Midjourney as a platform for people to reflect on their desires, imagine possibilities, and coordinate to achieve them. Discord’s social layer plays a crucial role in this, creating a collaborative and imaginative environment where users inspire each other.

👥 Midjourney’s Social Experiment on Discord

This paragraph discusses the social aspect of Midjourney’s success, particularly its use of Discord. Initially, Midjourney tested the platform with a bot among its own team, which led to a unique discovery: users become more creative when working in a collaborative environment with strangers. This social interaction leads to an imaginative environment where users build upon each other’s ideas, transforming basic prompts into more elaborate, creative outputs.

🛠️ The Evolution of Midjourney’s AI Models

The paragraph dives into the technical journey of Midjourney, explaining that the first few models were not self-trained but built by tinkering with open-source components, such as OpenAI’s CLIP. The team trained their own version (version four), which took nine months to develop. A key contributor to this evolution is Katherine Crowson, an independent researcher whose work laid the foundation for diffusion models, a core technology in AI image generation.

🌍 Global GPU Usage and the Future of AI Scaling

This section highlights Midjourney’s efficient use of GPUs around the world, adjusting to nighttime to balance GPU usage across regions. It also points out the challenges of scaling AI models due to the physical and computational limits of current technology. The paragraph concludes with David Holtz’s prediction of two potential futures: one where scaling remains slow and limited, and another where breakthroughs in custom chips could accelerate AI development.

🔮 The Future of AI and Scaling Challenges

David Holtz discusses the long-term future of AI, where scaling will likely be constrained by computational limits. He outlines two possible scenarios: gradual scaling over seven years or rapid scaling through the development of custom chips that significantly reduce computational requirements. Holtz envisions potential innovations like neural networks embedded directly into chips, which could dramatically reduce energy consumption and increase efficiency.

🤖 The AI Ethics Debate: What’s Next?

The final paragraph reflects on the unanswered email to David Holtz, and instead the author pivots to their recent exploration of AI ethics through an interview with ChatGPT. This introduces a broader conversation about the ethical implications of AI-generated art and teases further discussion on the topic, leaving readers intrigued about what’s to come.

Mindmap

Keywords

Midjourney

Midjourney is an AI-driven image generation platform known for producing highly creative visuals. It operates mainly on Discord and utilizes thousands of GPUs globally. The platform stands out for its user-driven approach and the imaginative potential it unlocks in its users.

David Holtz

David Holtz is the founder of Midjourney and a well-respected figure in the tech industry. He previously founded Leap Motion and is known for his work in gesture control. His reputation in Silicon Valley allowed him to access resources like GPUs quickly, which has been essential for Midjourney's growth.

Discord

Discord is the platform on which Midjourney operates. It is a communication app that enables communities to interact. Midjourney uses Discord's bot functionality to allow users to generate AI art, and this social layer enhances the creativity of users by allowing collaborative exploration of ideas.

Generative AI

Generative AI refers to AI systems that can create new content, like images or text, from input data. In the case of Midjourney, generative AI is used to produce images based on user prompts. This technology allows users to create visuals that push the boundaries of imagination.

Leap Motion

Leap Motion is another project founded by David Holtz, focused on gesture-based controls. Before touchscreen technology was fully integrated into devices, Leap Motion provided 3D mid-air gesture control. This project showcases Holtz's interest in human-machine interaction, which he continues to explore with Midjourney.

GPU

GPUs, or Graphics Processing Units, are essential for running AI models that power platforms like Midjourney. Midjourney relies on more than 10,000 GPUs to process image generation requests, distributed globally across various regions to maintain efficiency.

OpenAI CLIP

OpenAI CLIP is a model that helps connect visual concepts with textual descriptions. While it doesn't generate images itself, Midjourney used it for early language-related work in their models. It's an important component in understanding how AI platforms translate language into visuals.

Katherine Crowson

Katherine Crowson is an independent researcher who contributed significantly to the foundation of diffusion models, which are critical in AI image generation. She worked on AI image creation without being affiliated with any major company, although she recently joined Stability AI.

Diffusion Models

Diffusion models are a type of machine learning model used to generate images by gradually refining random noise into coherent visuals. Midjourney began training its diffusion models with the help of researchers like Katherine Crowson, and this method is integral to the platform's image creation process.

Cloud Computing

Cloud computing is central to Midjourney's operations, allowing the platform to scale its GPU usage and manage image generation across the world. As the platform grows, managing the computational power needed for image generation will be a key challenge.

Highlights

Midjourney is the largest Discord server with 9 million users, surpassing the previously largest server, Genshin Impact.

Midjourney uses over 10,000 GPUs globally, making it one of the largest GPU users in the world.

David Holtz, the founder of Midjourney, is a well-respected Silicon Valley entrepreneur and the mastermind behind Leap Motion.

Holtz's reputation allowed Midjourney to quickly secure access to massive computing resources without needing venture funding.

Midjourney was created as a research lab to explore new mediums of thought and expand human imagination.

Midjourney emphasizes three core pillars: reflection, imagination, and coordination.

Midjourney's success on Discord came from user testing where the social environment fostered collaborative creativity.

The team behind Midjourney is fully remote, and the platform’s Discord integration evolved from internal testing.

Unlike other AI tools, Midjourney didn’t train its first or second models from scratch; it built upon existing open-source technologies.

The first model training for Midjourney's version four took nine months, and the foundation for the diffusion models is largely attributed to independent researcher Katherine Crowson.

Midjourney distributes its GPU usage across different regions, utilizing idle GPUs in areas like Korea and the Netherlands during night hours.

Despite Midjourney's impact, there is little media coverage or marketing, and the company remains relatively quiet on these fronts.

David Holtz predicts that scaling AI tools like Midjourney will face significant challenges due to the physical limitations of GPUs and data centers.

Holtz envisions two future scenarios for scaling: either a gradual expansion limited by computational resources or breakthroughs in custom chip technology.

A potential future breakthrough involves creating chips where the neural network is embedded directly into the chip, significantly reducing the need for memory and increasing efficiency.