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Latest work

From incremental change to breakthrough innovation

How Master Kong reinvented the instant noodle, from the inside out.

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Case study
Case Studies
Breakthrough Products
Food

Looking to understand the role of instant noodles in middle-class Chinese life, the IDEO team conducted in-home research with consumers across a range of life stages and levels of attachment to noodle culture and convenience foods. The first finding was reassuring: Everyone kept instant noodles at home. The category still had a place in middle-class kitchens. But beneath that was a more complicated, emotional story—and an unmet need for convenience and quality to coexist in a single product.

The team discovered that instant noodles are more than just a quick, on-the-go meal; they are a nostalgic comfort food that evokes fond memories. But since their heyday, their role in daily life has evolved. Once a complete meal in itself, instant noodles now often function as a versatile flavor base or culinary accent in other dishes. Because they don’t align with the healthier, higher-quality, and more novel food choices that middle-class consumers aspire to, noodle shops, delivery noodles, or fresh-cooked instant options often win out. Yet, even these alternatives come with trade-offs. Delivered noodles lose texture during transport. Sit-down noodle shops preserve quality but offer limited flavors.  Cooking from scratch meets the bar for both texture and flavor, but requires a significant time investment. As one young mother said, “If I could get the texture of fresh-cooked noodles without turning on the stove, I’d buy that instant noodle for sure.”

The research inspired the creation of a new category, which the team termed “fresh-brewed noodles.” More than just a noodle or broth upgrade, Master Kong’s fresh-brewed noodles would offer the speed of instant noodles with the quality of freshly cooked options, plus flavors not found in traditional noodle shops. The strategic positioning was clear. Executing it by making fresh-brewed noodles mass-producible, affordable, and eventually profitable presented a category-innovation challenge. To get there, IDEO designed a series of dual-track co-creation workshops with the Master Kong team and consumers.

One track focused on prototyping the core product experience: noodles, broth, and toppings. IDEO and Master Kong’s R&D team began by studying the traditional craft of Chinese noodle-making, starting in Shanxi, a region renowned for its noodles. Through successive rounds of prototyping and consumer tasting, the team identified a critical insight: for “fresh-brewed noodles” to be convincing, the innovation had to be centered on the noodles themselves.

Texture alone was not enough. Consumers needed to see a meaningful difference before they tasted the product. IDEO translated this insight into a distinctive noodle profile: irregular, dimensional shapes designed to remain springy, hold sauce and broth, and mimic the resilience of freshly cooked noodles using only hot water. Because this visible shape represented the product’s core value proposition, it became a hero feature on the packaging. The graphic design made a bold visual statement about the noodle form, turning a technical R&D breakthrough into an immediately legible consumer promise: these are not ordinary instant noodles.

A parallel track explored the broader commercial experience: trend-forward and reimagined classic flavor profiles, light yet deeply satisfying broths, carefully selected toppings, and packaging that signals a new level of quality on store shelves. One key insight was that utensils carry meaning. Conventional instant noodles are often associated with disposable plastic forks, while higher-quality noodles are eaten with chopsticks. IDEO translated this cultural cue into the design of the bowl’s lid.

Instead of treating utensils as an afterthought, the team designed a solid, rounded, heat-retaining lid that embeds a pair of small wooden chopsticks. The gesture creates a small ritual of anticipation and reframes the product—not just a convenient instant meal, but a more considered noodle experience. Once opened, the product fulfills that promise with satisfyingly bouncy noodles, a rich liquid broth pouch that replaces the traditional oil-and-powder packet, and a vegetable packet reformulated with more premium whole ingredients.

The first batch of “Te Bie Te” Fresh-Brewed Noodles—Chinese wordplay that emphasizes “special”—launched in August 2025 with three trendy and tried-and-true flavors. Within just three days, sales exceeded 100,000 bowls. Within a week, “Te Bie Te” topped the instant noodle category sales ranking on Douyin, China’s domestic counterpart to TikTok. The outcome was bigger than a product launch—it served as proof that a mature, declining category could be fundamentally reinvented to meet consumers’ real needs. For Master Kong, the project became a North Star and a model for internal category innovation in beverages, ready-to-eat foods, and beyond.

Once a popular, affordable staple, the instant noodle category in China has been declining rapidly due to shifting demographics, rising food delivery options, and increasing customer demand for healthier, more nutritious meals.

According to the World Instant Noodles Association, between 2020 and 2023, China’s instant noodle consumption fell by 4 billion packs.

100,000+

“Te Bie Te” bowls sold in the first 3 days on the market

#1

on Douyin’s instant noodle category ranking within one week of launch
In the 1980s and ‘90s, China’s green slow trains and the fragrant scent of instant noodle soup were inextricably linked. During multi-day journeys across the country, hungry passengers relied on the free hot-water dispensers on board to prepare quick, affordable meals, causing instant noodles to soar in popularity. Today, the category in China is at a crossroads. Its traditional core demographic—construction and factory workers—is rapidly shrinking, while the growing, more affluent middle class increasingly seeks healthier, higher-quality food options. Master Kong—China’s leading instant noodle company with nearly 40 percent market share—recognized that only significant innovation could revitalize the category and reverse the decline. Following the success of a previous collaboration on sugar-free bottled tea, Master Kong, known internationally as Tingyi Holding Corporation, approached IDEO with a twofold challenge: help it renew its competitive edge and chart a new direction for the entire instant noodle industry.
How IDEO helped Master Kong escape incremental thinking and reinvent China’s iconic comfort food with “Te Bie Te” Fresh-Brewed Noodles.
Master Kong’s breakthrough “Te Bie Te” Fresh-Brewed Noodles redefine the category.
Master Kong
North America
Master Kong
From incremental change to breakthrough innovation, tea, tea packaging, tea brand, instant noodles, food product innovation, Master Kong, food innovation, food and beverage, food experience, food systems, future of food, innovation strategy, business innovation, design innovation, how to innovate, understanding user needs, innovation, strategy, research, unmet needs, prototyping, how do we innovate, launching a new product

Making international education future-fit & affordable

Lexel brings world-class learning to Malaysia’s middle class.

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Case study
Case Studies
Strategic Futures
Learning & Work

Taylor’s legacy began in 1969 with the founding of Taylor’s College and soon expanded to include Taylor’s University, one of Southeast Asia’s top private universities, as well as many other institutions that serve 35,000 students per year. The family-owned group also operates Taylor’s International Schools, Garden International School, and Nexus International School for students ages 4 to 18. In Kuala Lumpur, Malaysia’s capital city, annual tuition at premium private schools like these ranges from about $10,000 to $25,000 USD. Taylor’s wanted to do something different: provide the same level of academic rigor and immersive learning experiences at one-third the cost.

IDEO began by speaking with over three dozen students, parents, teachers, and experts across the capital to understand what was working, what wasn’t, and what was missing from such moderately priced international schools.

A few themes quickly emerged. Families, students, and teachers were worried about the stability of these new private schools, which tended to have higher-than-normal teacher turnover rates and were plagued by financial instability, negatively impacting talent attraction and retention, as well as student learning. Parents appreciated that the schools offered holistic learning experiences, such as field trips to rural areas, including jungles, but wished they were more consistently part of the curriculum. And now, the looming challenge of AI—how to use it, how to teach it, and how to teach with it—was in the background, a persistent cause for concern. The big unmet need? Reassurance that Taylor’s was thinking long-term and systematically about developing the skills, knowledge, and mindsets that would prepare students for an ever-changing world. Parents wanted a school that measured growth in academic, social, and character terms over generations, not just school semesters.

With these insights in hand, IDEO began developing a design Playbook for Taylor’s new brand—Lexel International Schools. A combination of “lexicon” and “excellence,” Lexel’s mission is “building what lasts, learning for life.”

The schools are centered around three key differentiators: 

  • Always Ahead: Lexel schools commit to staying current with the topics and subject matter they teach, as well as the tools they provide to students, parents, and teachers.s.  
  • Learning That Builds for Life: The schools ensure programmatic, systemic, and consistent learning experiences from Pre-K to Year 11. Interested students can even continue their post-secondary journey in partnership with Taylor’s University and other higher education institutions within the Taylor’s ecosystem.

  • Educators for the Long Run: These schools commit to ongoing investments in professional growth opportunities for teachers and stable learning environments for students.

Four Lexel Literacies—AI, Digital, Financial, and Nutrition—integrated into the Cambridge Curriculum bring the school’s vision and mission to life.

By systematically integrating AI literacy into its spiral education framework, in particular, an approach where major topics are revisited multiple times through a curriculum to build fluency over time, Lexel ensures parents that the school is thinking a decade ahead from Day One, setting the school apart. In addition to enhancing AI fluency, Lexel offers unique end-of-term experiences called Jungles & Junctions.

Combining three important strands of learning—community engagement, nature-based personal and interpersonal development, and career and university exploration—Jungles & Junctions leverages Taylor’s extended educational network and Lexel’s strategic founding campus within the Gamuda Gardens development in Selangor. Surrounded by tropical rainforests, the township’s residential neighborhoods, theme park, and various sports facilities, including an Olympic-length swimming pool, are transformed into an extended Lexel campus, with a GenAI-driven planner to help teachers streamline the organization of class outings. “The Township is Your Campus” became the tagline for this approach.

In September 2025, just months after IDEO’s collaboration ended, Taylor’s began classes at its first Lexel International School. By mid-year, the new school had achieved 115% of its year-one student enrollment target, with significant inbound demand for Year 2 already demonstrating the school’s market resonance.

The modern campus features spacious classrooms, science and technology labs, a library, a multipurpose hall, and a canteen. Annual tuition ranges from about $2,800 USD for pre-K students to about $6,100 USD for secondary students.

Most importantly, by combining Taylor’s deep academic expertise, Gamuda Land’s development prowess, and IDEO’s innovative design Playbook, Lexel brings quality, affordable international education closer to home for Malaysian families. According to one parent, “My daughter looks forward to going to school every day … and has a lot of opportunities to express herself. On a scale of 1 to 10, I give [Lexel] an 11.” Based on the IDEO Playbook, a second flagship campus in the Southern Klang Valley, which is scheduled to open in September 2026, has already exceeded its year-one target enrollment expectations, with plans to continue extending the Lexel network to other parts of Malaysia and the wider Southeast Asian region in the near future.

Malaysia’s private international school sector has grown significantly as parents seek quality English-language education. However, high tuition fees and limited access to reputable schools are continual challenges for those in the emerging middle class.

115%

of Lexel’s student enrollment target reached during the launch year of its first campus

Year 1 enrollment target exceeded

at Lexel's second campus several months ahead of classes commencing

While private education in Malaysia has long been part of the national landscape, the affordable international schooling market, in particular, has grown rapidly in recent years. From 2019 to 2024, enrollment has increased 34 percent as middle-class families seek modern teaching methods aligned with the respected Cambridge curriculum. As a result, former “shoplot” schools—private, lower-cost alternatives once located in converted commercial buildings—are increasingly becoming fully fledged campuses. Yet, they often face challenges such as financial mismanagement and high teacher turnover, raising concerns about their long-term viability. Recognizing that gap, Taylor’s Education Group (Taylor’s), one of the country’s oldest and most respected private education institutions, decided to launch a new, more affordable international school focused on the student experience and enhancing AI literacy among students and teachers. Taylor’s had strong institutional expertise, a solid business model, and a partnership with township developer Gamuda Land. What it needed was a partner to design a unique, scalable vision that would appeal to families, students, and teachers across Malaysia and Southeast Asia. That’s where IDEO came in.
Taylor’s Education Group and IDEO launch a new era of future-focused private education in Malaysia with Lexel International Schools.
Taylor’s Education Group and IDEO launch a new era of future-fit international schools in Malaysia.
Taylor’s Education Group
China
Taylor’s Education Group
Making international education future-fit & affordable, Taylor’s Education Group, education innovation, learning experience, future of work, AI strategy, AI product design, responsible AI, designing with AI, venture design, new business creation, business model innovation, inclusive design, accessible design, equitable design, systems thinking, systems design, service ecosystem, student experience, future of education, financial services innovation, banking experience, financial inclusion, design for children, family experience, youth experience, future strategy, strategic futures, designing for the future, understanding user needs, AI, artificial intelligence, innovation, strategy, product design, research, unmet needs, transformation

Delivering an unbiased news experience

Straight Arrow News transforms fact-based news consumption.

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Case study
Case Studies
Breakthrough Products
Media & Entertainment

The American news industry has long been a competitive and saturated market. This has only intensified with the emergence of social media outlets and AI-generated news. Even so, SAN’s rigorously unbiased, fact-based reporting style and rich video storytelling had enabled the ambitious startup to rise above the media fray in just three short years.

With a strong foundation to build on, IDEO sought to further differentiate SAN’s cutting-edge news product and build deeper engagement with a wider audience through a new user experience.

Collaborating closely, IDEO and SAN began by delving deeply into media consumption habits. They met with early SAN superfans, news consumers who spent hours a day absorbing content from traditional outlets like Fox and USA Today, and those who looked to their Ring doorbell app or Reddit for news. The takeaways? People were tired of clickbait and clunky interfaces. They sought clear, factual news that was easily accessible, with additional context to help them interpret events and understand their significance. They craved more than one perspective on important topics, so stories felt balanced rather than polarized. They also valued having control over how they consumed news, so making it easy to switch between text, video, and audio formats was crucial.

Together, IDEO and SAN created features across SAN’s website and app that put facts, trust, and transparency at the core of the product experience. Fact Cards distill key data points into clear, shareable units, while the Sources feature allows readers to trace information directly back to its original source. To make complex stories easier to grasp, Big Picture insights drill down into why events matter, surfacing underlying themes, historical parallels, differences in reporting, and common ground. The Why This Story Matters section provides readers with clear framing and sets the story within a broader context, while the Timeline illustrates how events unfold over days, months, or even years. An antidote to news polarization, See All Sides presents left, right, and center narratives for key topics side-by-side, and Media Landscape visualizations reveal how coverage varies across outlets. Finally, to ensure SAN fits seamlessly into readers’ daily lives, the redesigned Today Page is organized into three highly scannable sections: Latest News, Top Stories, and SAN Originals. The combined features create a balanced, clear, and non-polarizing news experience, making it easy for readers to delve deeper into the sources of their news.

SAN now delivers a news experience as modern, dynamic, and trustworthy as its journalism. A month after its debut, the SAN app’s page views increased 1,170 percent year over year compared to June 2024, while active users rose 700 percent. Readers also give the updated mobile experience a 4.8 rating on the Apple App Store. “Our team is delivering reporting that’s both deeply factual and accessible,” said Derek Mead, SAN’s Chief Content Officer. “This redesign is pivotal to the direction journalism needs to take and the leadership role Straight Arrow News is taking on as we help guide the news industry into a brighter future.”

SAN built a loyal readership and gained recognition for its unbiased reporting. To expand and stand out from legacy media, SAN  wanted a redesigned user experience that reflected its commitment to fact-based journalism.

1,170%

increase in app page views YoY 

700%

increase in active users

4.8 rating

on the Apple App Store
Americans’ trust in the media is at an all-time low. According to a recent Gallup poll, 36 percent of people say they have no trust in the media, compared with just 31 percent who do. Straight Arrow News (SAN), an independent digital news outlet, is on an editorial mission to rebuild trust through an approach that puts unbiased, straight facts—without partisan filter or spin—at the center of its coverage. Launched in 2021, SAN’s ability to “report down the middle” quickly built a dedicated audience and earned a Certified Balanced rating from AllSides and a 100/100 reliability rating from NewsGuard. Spotting the potential to unlock its next stage of growth, SAN reached out to IDEO for help in turning its mission into a tangible, trustworthy, and human-centered product experience.
Straight Arrow News and IDEO reimagine how modern, digital-first news is consumed with a comprehensive platform redesign centered on radical transparency, unbiased reporting, and user engagement.
Straight Arrow leans into unbiased reporting and radical transparency.
Straight Arrow News
North America
Straight Arrow News
Delivering an unbiased news experience, news experience, news consumption, Straight Arrow News, media innovation, entertainment, digital media, customer experience, user experience, experience design, service design, digital transformation, digital experience, digital product design, UX design, product design, industrial design, new product development, venture design, new business creation, business model innovation, growth strategy, business growth, scaling innovation, business transformation, organizational transformation, culture change, human centered design, design thinking, customer centricity, understanding user needs, how to launch a new business, innovation, strategy, research, product development, startup, transformation, leadership, how do we innovate

Preventing newborn RSV

A toolkit to increase global adoption of Beyfortus, the world’s first RSV immunization for babies.

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Case study
Case Studies
Breakthrough Products
Health

Sanofi was the first company to supply the polio vaccine worldwide. Because of the global fight against the disease, endemic wild poliovirus transmission is now limited to just two countries. However, attitudes toward vaccines and immunizations have shifted significantly. To ensure a smooth launch of Beyfortus in a time of increased vaccine hesitancy, Sanofi asked IDEO to conduct research across four important and very different healthcare markets: Germany, Spain, China, and the US.

IDEO worked with parents, caregivers, healthcare professionals, and healthcare administrators to identify potential barriers to vaccine adoption and understand the emotional needs of all stakeholders involved in the immunization process. Navigating cultural differences and diverse healthcare environments, the team uncovered a set of insights.

For healthcare professionals, the team discovered there was no one-size-fits-all approach to immunization training across Sanofi’s 20-plus global markets. While consistency of key information was important, trainings needed to be flexible and customizable. This way, regardless of whether the vaccine was administered by midwives, OB-GYNs, nurses, or doctors, they could  confidently discuss the pros and cons across cultural contexts and administer the drug correctly.

For new parents, receiving information about a new immunization immediately after giving birth could be too stressful. But simply leaving pamphlets about Beyfortus in waiting rooms didn't address their real concerns, either. Caregivers needed to engage in conversations earlier in their pregnancies and continue them after leaving the hospital, when they might have additional questions.

IDEO translated these research insights into a highly accessible global communication toolkit that uses simple, straightforward language, metaphors, and illustrations to support informed conversations between healthcare providers and parents before, during, and after a child is born. IDEO then conducted a series of market-fit co-design workshops with representatives of Sanofi’s global immunization business to iterate on the print and digital tools, make them more resonant with regional customers, and ensure compliance with local regulations. IDEO handed the toolkits over for development to support the launch of Beyfortus in January 2024, just in time for RSV season.

Beyfortus saw enormous demand in its first year, demonstrating strong efficacy in real-world applications and achieving blockbuster status as a $1.8 billion therapy. Sanofi’s global launch team credits the patient-centric toolkit with increased requests for communication materials from its regional markets as well as from healthcare and government organizations that have typically been hard to reach, key goals of its global-local launch strategy.

Since its development, Beyfortus has received swift regulatory approval from the US, EU, China, and Japan, with patient demand causing Sanofi to triple its worldwide manufacturing capacity to meet the needs of the 2024-25 RSV season. Ahead of the larger global distribution of Beyfortus, IDEO and Sanofi partnered with equity expert consultants, Fearless Futures, to conduct a DEI review and worked with doctors and nurses who participated in the initial drug launch to make the materials even more accessible, relevant, and successful for 2025 and beyond. To date, six million babies—and counting—have been immunized with Beyfortus.

Worldwide, childhood vaccination hesitancy among parents fluctuates between 25-45%, according to the World Health Organization (WHO), a trend it considers one of the biggest global threats to public health.

85.9%

reduction in hospitalizations for infants who received Beyfortus compared to those who did not (2023–24 RSV season)

$1.8B

in first-year sales of Beyfortus

Respiratory syncytial virus (RSV) is a highly contagious virus that can lead to serious respiratory illnesses in infants, such as bronchitis and pneumonia. In 2019 alone, RSV resulted in over 45,000 deaths worldwide among babies ages 0 to 6 months. To combat this, the global healthcare company Sanofi planned to launch Beyfortus, the first-ever RSV immunization for newborns, across 20-plus global markets in 2024. However, concerns about trust in “big pharma,” anti-vaccination movements, and the potential for overwhelming parents in some countries with another vaccine—or introducing the concept of a newborn vaccine in others—could hinder adoption. Looking to address these challenges, Sanofi asked IDEO to identify and overcome rollout hurdles in key markets and design a customizable communication toolkit to support the launch of Beyfortus. In 2025, Sanofi reached out to IDEO again to refine the popular toolkit ahead of the second RSV season.
Sanofi and IDEO design a toolkit to support the successful launch of Beyfortus, the world’s first fast-acting protection against serious RSV lung infection for babies.
Sanofi’s novel “glocal” strategy boosts a blockbuster RSV drug for infants.
Sanofi
Sanofi
Preventing newborn RSV, RSV, newborn immunization, infant health, Sanofi, healthcare, health innovation, patient experience, healthcare design, digital health, patient-centered care, design for children, family experience, youth experience, innovation, strategy, co-design, research, government

If You Can’t Have Fewer Meetings, Have Better Ones

Our best tips to help you design a non-boring meeting (yes, it's possible)

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Article
Articles

At IDEO, we like to breathe new life into the mundane with design. In an effort to shape a new paradigm of meeting-dom, here are some of our best resources on making your next conference-room gathering stand out—in a good way.

1. When you want to kick things off with a bang

Stretch! Sketch! Dance! Build in a few minutes for a new opening exercise and you’ll have a team that’s fully present and ready to get down to business.

READ: 6 Ways to Kick Off Creative Meetings

2. When you have a mixed bag of introverts and extroverts

An IDEOer once called the San Francisco space an “extroverted office full of introverts.” If you have a team of folks all across that spectrum, these exercises will strike a balance between team-together-time and solitude.

READ: 5 Brainstorming Exercises for Introverts

3. When you want people to really get to know each other

Whether bringing together a brand new team or sitting down with old colleagues, a jam-packed room can make for an overwhelming and impersonal experience. Ditch the canned icebreakers and try one of these instead—any of these exercises will help reveal your group’s commonalities.

READ: 5 Exercises for Breaking Down Barriers

4. When morale needs a boost

Do any of your meetings have a jingle? Didn’t think so. Reset your whole meeting philosophy with some out-of-the-box tips.

READ: How to Design a Meeting That Doesn’t Suck

Meetings. Maybe you’re in one right now. (Are you paying attention?) Maybe you have one in ten minutes. (Are you prepared?) We know them well—and we know they’re not usually the highlight of your day. In fact, they can be quite the opposite.

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if you can't have fewer meetings have better ones

What a Computer Learns From Watching Hours of Cartoons

Exploring how an AI’s output is shaped by the data we provide it

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Article
Articles

A GAN (Generative Adversarial Network) is a type of AI that pits two neural networks against each other, each one training the other to improve its ability. Unlike other types of AI, GANs don’t just recognize objects—they can create them. GANs borrow a feature from biology and pit two competing neural networks against each other. One network, the “generator,” produces synthetic images, while another network, the “discriminator,” tries to guess whether the images are synthetic or real. The discriminator learns from both synthetic and real images, getting better over time. As it improves, it challenges the generator to produce ever more realistic synthetic images.

During a bite-sized sabbatical from my day job at IDEO CoLab, I dove head first into building and exploring the visual potential of GANs. I learned a lot about the differences between how humans and computers see the world, and how an AI’s output is shaped by the data we provide it. As designers, it’s important for us to understand the limitations of emerging technologies likes GANs—or else we risk creating products that harm, rather than help, humans. Here’s what I created, and what I learned. (Want to learn how to set up your own GAN? Read more here.)

1. Choosing a dataset

GANs can generate convincing fake pictures of almost anything—faces, cats, and even anime characters. How do they do it? It all depends on the dataset. GANs need to be fed a large set of images (think tens of thousands or more) so they can learn patterns. For example, GANs that produce faces learn that they tend to be roughly round, have two eyes, one nose, one mouth, and possibly hair on top. They learn pixel-level patterns, too—the textures that make up skin, eyes, and hair.

The trick with GANs is finding sets of images large enough and diverse enough for a network to pick out patterns. There are plenty out there—like CelebA (hundreds of thousands of celebrity faces) or LSUN (images of scenes like rooms and buildings)—but these are all meant for this kind of research, and training with them tends to illustrate how successful GANs can be.I wanted to do the opposite. What if we try to stretch GANs to their limit, so that we can get a better understanding of how they work? In this case, we’re using images from The Simpsons.

Some images from our Simpsons dataset.

2. Training the GAN

Once I had my dataset of images from the show, it was time to train the GAN. For those familiar with machine learning, read my step-by-step process here. For everyone else, here’s the gist of it: I installed an open-sourced machine learning software called TensorFlow on my computer, which I souped up with a hefty graphics card originally bought for virtual reality and gaming. I then used a series of tools to reformat and resize images from my Simpsons dataset.

I trained the network overnight (sometimes over multiple days) and saved examples of images created by the generator network. The video below documents the learning process of the generator. With time, the images began look more and more like the actual Simpsons.

Scrub through the video to see the network’s progress. At 1:10 (about 13 hours of training), the first outlines of Simpsons eyes appear. At 2:00 (about 23 hours), the color scheme becomes noticeably brighter and figures start to emerge. At 3:00 (about 34 hours), there is less variation as shapes start to solidify and the networks reach some stabilization on what is classified as “real.” At 5:00 (about 57 hours) and beyond, the shapes start to vaguely resemble Simpsons characters, though the result is still too psychedelic and abstract for us to truly classify the images as real Simpsons frames.

A selection of Simpsons-esque images generated by the GAN.

3. Making sense of the output

The GAN manages to generate very Simpsons-esque images, but they’re definitely not going to fool the human eye. What’s going on? GANs (and any neural network or machine learning method, for that matter) only learn patterns that are in the training data. As humans, we have a deep and complex understanding of what people and objects should look like, including Simpsons characters and scenes in the show. The GAN, however, doesn’t bring any preexisting knowledge. It has to learn everything from the raw pixel values of the images it sees, and more complex patterns take more examples to learn.

In this case, the GAN easily learns the color palette of The Simpsons and its simple, flat illustration style, and starts to learn the features of each character. With enough training data, it may learn more complex patterns, like complete images of characters, or which characters show up in which settings (like the Simpson family at home, or Mr. Burns at the power plant).

What’s it all mean?

The varied and strange outputs of these networks are a succinct example of both the promise and risks of building products, services, or systems with machine learning inside. They’re seemingly magical, learning from patterns in data without being told what to look for, but they’re also limited by that data. Imagine you came into this world yesterday and had to make sense of it all just from still frames of The Simpsons—how would that inform your thinking?

Biases in training data, intended or not, will be reflected in the output of the network, which, if embedded into a product or service, can codify the bias at an unprecedented scale. As designers, we are uniquely positioned to help with this problem. As Kate Crawford, cofounder of the AI Now Institute has said, the problem is neither a specifically social nor technical problem: It’s a socio-technical problem. Designers have a responsibility to understand the unique role data plays in machine learning, so that we can create networks that equitably serve human needs.

Learn more about training GANs on IDEO Labs. Special thanks to CoLab’s Adam Lukasik for his help wrangling GANs for this post.

Pop quiz: What the heck is a GAN? You might not have heard the term, but you’ve likely seen one in action. From generating images of fake celebrities, to creating training data for self-driving cars, and even recreating suggestive (and weird) nude portraits, GANs are everywhere these days. But what exactly is this bleeding-edge technology, and what can we do with it?

Technology
AI & Emerging Tech
what a computer learns from watching hours of cartoons, technology, digital innovation, ai, emerging technology, autonomous vehicles, photography, visual design

This Artist-CEO Built a Collective That Tells Immersive Stories Through Art

Meow Wolf's mysterious, larger-than-life work dots New Mexico's desert—with more coming soon

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Article
Articles

In one sentence, who are you?

I am Vince Kadlubek, CEO and cofounder of Meow Wolf in Santa Fe, New Mexico.

What do you do? How did you learn it?

I am a momentum artist. I have dedicated my life to the study and sculpting of momentum, which primarily entails finding authentic, collaborative understandings and influences with the brilliant people around me.

What does a typical work session look like?

I'm usually dealing with these questions: What is the brightest vision? How do we articulate that vision? What steps are necessary for the most effective articulations? Work sessions are meetings or checking email. Those are the two kinds of work sessions I have these days. Sometimes I get to have creative work sessions, which are really just big meetings with beer and Indian food.

When it came to building something like the House of Eternal Return, we imagined, then found scrap armature materials, started producing structure and skin, utilized a bunch of air drying sculpting medium, and started turning large amounts of the exhibit into plaster forms. Lots of stuff was sculpted around the armature produced by the architects and general contractors, using more standard finish practices like painting.

3 favorite possessions?

Oh gosh. Together, “favorite” and “possession” are kinda an oxymoron for me. All I can think about are non-physical things like my memory, my spirit, and my compassion.

How do you get over creative block?

Collaborate with someone who is not stuck in a creative block.

What was the last item on your to-do list?

The last item on my to-do list was to donate money to Beto O'Rourke. But as for work, my last to-do item was to send our SVP of art direction a copy of a PowerPoint that she can use in an upcoming presentation.

The Due Return, "an inter-dimensional ship settled on an alien landscape."

How do you see the world in 2078?

Um... well, warm. And I also see a massive network of interconnected spatial computing, photo-realistic artificial intelligences, the liveable internet, monumental creator tools that result in instant manifestation—essentially, we will have transitioned into the 5th dimension.

What’s your number one bucket list item?

Chilling poolside in the Oia Village in Santorini, Greece with a bottle of Krug Clos d’Ambonnay 1998 and three of my closest friends.

Who are you creative crushin’ on lately?

Young Thug, constantly. It is actually a problem. I have a hard time getting excited for any other musician. And I have recently fallen for food and cocktails, so Grant Achatz from Alinea in Chicago is on my mind a lot. LeBron James is creating a reality that is mind-blowing and way beyond basketball; the world is wrapped in his storytelling. And finally, I am a huge coaster guy and what RMC is doing in the coaster world is unbelievable—Steel Vengeance at Cedar Point has completely flipped the script.

Vince Kadlubek is a visionary. He leans into tension, ruffles feathers, and has spent more than a decade constructing new worlds with the art collective Meow Wolf. In 2016, they transformed an abandoned 20,000-square-foot bowling alley into the House of Eternal Return—an immersive experience full of creativity and curiosities—drawing more than a million people to Santa Fe, New Mexico for a dose of childlike wonder. Now their sights are set on two new activations in Las Vegas and Denver, as they aim to create the modern-day Disneyland. As an immersive experience designer, I’ve been personally inspired by Meow Wolf and the big-thinking and resourcefulness of Vince, the collective's CEO. I was stoked to chat with him about his inspiration and aspirations for the future.

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this artist-ceo built a collective that tells immersive stories through art, creativity, creative confidence

5 Business Leaders Share Their Best Advice for Organizational Change

Put your company on a self-improvement regimen

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The answer is yes, of course. And when companies don’t fix themselves, we feel it in our products and services. The company has designed something—often a digital thing—that fails to give us what we need, and we walk away cursing the air, wondering if the leaders of the company have ever used the service themselves.

But making things that work for humans isn’t easy. We change every five minutes. How can organizations be confident that what works today will work tomorrow? It’s a lot easier to just slap on a Band-Aid and hope it won’t rip off with the first sudden move.

There are vastly different perspectives out there about how to make change happen and stick, and we’re curious about them all, so this fall, we invited five friends who’ve led major transformation projects at their companies to IDEO’s London studio and for an open conversation.

From left: Business leaders Luis Cilimingras, Beatriz Lara Bartolomé, Paul Clarke, Anne Pascual, and Mike Bracken visit IDEO to discuss how leaders can make change happen.

Here are the top 5 takeaways from our Make Change event:

1. Be a curious leader

“The problem I see in a lot of organizations is they have a lot of great tools but the top leaders don’t use them. If you’re not prepared to do what you’re asking everyone else to do, then why should you expect them to? If you want to understand what’s broken in your company, try entering your own expenses.”

Mike Bracken (Public Digital), the guy who led digital transformation for the UK government (GDS), a model that’s been replicated in Canada, Argentina, Peru, Australia and the U.S. (and he has a letter from Obama to prove it).

If Mike had one piece of advice for making change happen, it would be this: “Go and sit next to a user when they’re using your service or product. I make sure to do six hours of that every month.”

2. Question accepted behaviors

“If you’re in a self-contained moment as an organization, I’d highly recommend that you build an innovation team that sits on the side and role models something really weird and strange, questioning the accepted behaviors. Having a constant dialogue and exchange with other perspectives is what makes companies competitive. But not a team that sits in the ivory tower. Our innovation team has reinvented itself three times in three years according to what the business needs."

Anne Pascual, VP of Design at Zalando, Europe’s leading online fashion platform, which delivers to 24 million customers and grew its revenue to around €4.5 billion last year.

Anne's advice? “Think big. We tend to be obsessed with the details, but there’s much bigger opportunities out there.”

3. Don't build an innovation lab

“Innovation is far too important to be outsourced. I’m not a believer in gluing an innovation lab onto the side of your organization. If your culture is not innovative, that’s not going to sustain. You’ve got to fix your culture first if you want to be in this for the long term. It’s got to be everyone’s job when they wake up in the morning. And you then have to create the air cover as a leader for that to happen, which is all about creating a no-blame culture. You can’t innovate as fast as we do without sometimes screwing up. We do it regularly, and when we do, we try to learn from it, but we know it just goes with the territory of being a disruptor.”

—Paul Clarke, Chief Technology Officer at Ocado. After a deal with Kruger in May, Ocado’s market cap blew past Marks & Spencer's—a sign of the tectonic shift happening in retail.

Paul's advice would be this: “Tell the truth about what's broken.”

4. Be a DJ

“A good leader is like a DJ—they play the music that makes people move, but they should accept that people will move in different ways and what’s important is that you move to the same rhythm and move forward.”

Beatriz Lara Bartolomé, former Chief Innovation Officer of BBVA, and EMEA Advisor Director of Globant, a digitally-native technology services company.

To make change happen, Beatriz would advise you to “ask your teams what they think should be improved.”

5. Launch beacon projects

“Launching a product to market in a short period of time is the best organizational change program—you’re going to learn the most about how the company behaves. We call these projects that have a change agenda 'beacons.' Select them for their ability to help you build a new muscle. If you’re not building a new muscle with every project, you’re wasting an opportunity to learn.”

Luis Cilimingras, IDEO partner and managing director of our London studio. He leads digital transformation and change projects, including starting an innovation studio called La Victoria Lab that creates new products, services, and experiences for Peru’s emerging middle class.

Luis's best advice: “Keep seeking out inspiration. It’s your job to be inspired.”


Take a behind-the-scenes look at the event.

People are always looking for ways to improve themselves. But what about companies? Companies are just collections of people, so it makes sense that they’d build up all kinds of bad habits over time. Shouldn’t our organizations be on a self-improvement regimen, continuously trying to fix what’s broken?


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5 business leaders share their best advice for organizational change, leadership, improv, creativity, team collaboration, facilitation

Matthew Higham

I work with leaders and their teams to design new strategies and experiences that enable people to live healthier lives.

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Leader
Leaders

As part of the London Leadership team, I head-up IDEO’s Health Portfolio for Europe, working with leaders and their teams to design new strategies and experiences that enable people to live healthier lives and enjoy better futures.

I have had the great privilege of working with some of the most influential companies in the world—Novartis, Sanofi, Roche, NHS, CalMHSA, HP, and Amazon to name a few.

Over the last 15 years, my journey through consulting and venture leadership has been rooted in a deep commitment to human-centered design.

I believe in design as a powerful tool for change, allowing us to create groundbreaking experiences that address the biggest, most complex challenges of today.

Originally from England, I began my journey at IDEO in California, which expanded my worldview, emphasizing the importance of diversity and cross-cultural perspectives in driving innovation.

I am a married father of three British-American children, with a menagerie of animals and a house restoration project to keep me busy. When I get a spare moment, you’ll find me exploring forests and mountains on two feet or two wheels.
Design as a force for change
Health
Media & Entertainment
Technology

Margo Husted

My passion for helping creative companies thrive led me to IDEO, where I oversee financial planning, strategy, and operational efficiency.

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Leader
Leaders

My passion for helping creative companies thrive led me to IDEO, where I oversee financial planning, strategy, and operational efficiency.

In this role, collaboration is at the heart of what I do—building strong partnerships between finance and client teams to drive results and strengthen relationships.

Before joining IDEO, I served as CFO/COO at Sylvain, Sub Rosa, Aruliden, Redscout, and ?What If! Innovation Partners. Earlier in my career, I held senior finance and operations roles at New Line Cinema, Napster, and Universal Music Group/PolyGram Records. I’m a CPA and based in New York City, where I live with my family.

When I'm not hard at work, I spend time with my (almost grown) kids and my husband—traveling or simply catching up on their busy lives. I love exploring different neighborhoods in New York City and grabbing bar seats for an early dinner at the hottest restaurants, especially the ones where it’s impossible to get a reservation. One day, I hope to finally learn French. My four years of high school classes haven’t helped much, so it remains a long-term (but hopeful) goal!
A finance leader for creative companies
Financial Services
Media & Entertainment
Technology

Lorenz Korder

I lead change and strategy programmes at the heart of large organisations, helping leaders cultivate teams that transform their businesses at scale.

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Leader
Leaders

As Managing Director of IDEO London, I lead a creative powerhouse fueled by the collective energy of our diverse makers, visionary client partners, and extensive local network.

IDEO’s human-centred approach to innovation is more crucial than ever. Today’s defining business challenges—climate change, inequality, emerging technologies—all have human behaviour at heart. Addressing them requires profound understanding of people’s needs and radically redesigning the systems and services shaping our world.

I remain in the work, leading change and strategy programmes, and helping leaders set inspiring visions, make confident choices, and cultivate teams delivering transformational human-centric solutions at scale. This hands-on, iterative approach makes big ideas tangible for customers and clients through real-world prototyping and testing, setting the stage for growth.

My work has focused on hospitality, retail, and technology. Prior to joining IDEO, I founded a sportswear brand and was a brand strategy consultant in consumer goods. I hold an MBA from INSEAD.

While I've called four continents home and ventured as far as North Korea, my roots are now firmly in London, where I spend most of my time away from work in my kitchen, sharpening my chef skills for my toughest critics—my wife and two children—and passionately cheering on FC Barcelona.
Making big ideas tangible
Hospitality
Media & Entertainment
Consumer Products & Retail
Technology

Kelly Bjork

I bring a deep understanding of brand strategy, identity, expression, user experience, and communications to my work.

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Leader
Leaders

With more than two decades of experience in brand and communication design, I bring a deep understanding of brand strategy, identity, expression, user experience, and communications to my work. As a pragmatic aesthete, I combine creativity with problem-solving, mentoring, and leading multi-disciplinary teams to create human-centered designs.

Throughout my career, I have played a key role in shaping, strengthening, and transforming some of the world's leading brands across a range of industries, including tech, CPG, health, food, and financial services. I have worked with small businesses, cultural institutions, and Fortune 100 corporations, using my broad set of design skills to develop brands and consumer experiences that resonate with audiences.

I help companies articulate their purpose, vision, and values through strategic development and organizational transformation, and I thrive solving complex problems and mentoring teams through the creative process.

In addition to my work at IDEO, I have served on the boards of AIGA Chicago and AIGA Minnesota. My award-winning work has been recognized by The One Show, AIGA 365, Communication Arts, Print, Graphis, Rebrand 100, and was featured in Rick Valicenti's CHGO DSGN exhibition at the Chicago Cultural Center.

I’m not kerning, tracking, or removing widows and orphans—#typographyjokes—you can find me on the tennis court, doing my best Serena Williams impression, or exploring the great outdoors or other cultures.
I'm a pragmatic aesthete
Consumer Products & Retail
Financial Services
Health
Food
Episode image

Building a personal AI for the messiness of life: Sida Li

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Most AI products today are built for work—a space with clear problems and established systems. One founder noticed a gap: personal life is messier, harder to systematize, and mostly left behind by the AI boom. So she built Cue, a personal AI that lives inside iMessage and group chats, to go where the other tools haven't.

In this episode, Becca Carroll, IDEO's Chief Strategy Officer, talks with Sida Li, co-founder and CEO of Shared Context Lab, about staying anchored to a human need while the technology around her keeps changing shape, why she treats her business model with the same rigor she'd bring to a product, and what it feels like to build a company at this particular, disorienting moment in AI.

The conversation also gets into how Sida makes design decisions: the language Cue uses to describe itself, the tradeoffs behind building inside iMessage instead of a new app, and a real story about a business idea that didn’t pan out.

This is the second in a two-part series profiling founders from IDEO's Startups-in-Residence program. The first conversation is with Johannes Seemann, founder of Sooner, on designing GenAI for the emotional side of money.

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AI & Emerging Tech
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Designing GenAI for the emotional side of money: Johannes Seemann

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Most personal financial tools are built to run the numbers and optimize towards a budget. While that works for some, most people experience money as a lived relationship that does not neatly fit into a spreadsheet. Johannes Seemann and Becca Carroll discuss why money is emotional before it is mathematical, and what a human-centered approach to building a generative AI financial product looks like in practice.

Health
AI & Emerging Tech
Technology
Financial Services
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The curious leader's edge in uncertainty: Scott Shigeoka

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Mina Seetharaman talks with Scott Shigeoka, author of Seek and Head of Curiosity Cultivation at the Eames Institute, about what distinguishes genuinely curious leadership from performative curiosity, how power dynamics shape curiosity, and why practicing curiosity can restore energy rather than drain it.

Learning & Work
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How constraints make us more creative: David Epstein

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Mina Seetharaman talks with David Epstein, author of Inside the Box and Range, about why total freedom often produces average work, how leaders can design useful limits on purpose, and what organizations such as General Magic and Pixar reveal about the relationship between boundaries and creativity.

Learning & Work
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