AI Meets Animation: Creating Ghibli Masterpieces with ChatGPT

by | Apr 1, 2025 | Artificial Intelligence | 0 comments

An AI-generated anime-style illustration of a young girl wearing a futuristic kimono with glowing cybernetic elements, standing in a traditional Japanese lantern-lit street at night. The text overlay reads, "AI Meets Animation: Creating Ghibli Masterpieces with ChatGPT.

Studio Ghibli, a name synonymous with breathtaking hand-drawn animation, emotionally resonant storytelling, and a profound connection to themes of nature and childhood, has captivated audiences worldwide for decades.1 Founded by the visionary trio of Hayao Miyazaki, Isao Takahata, and Toshio Suzuki, the studio has produced a cinematic legacy that transcends cultural boundaries, enchanting viewers with films like Spirited Away, My Neighbor Totoro, and Princess Mononoke. In recent times, a novel trend has emerged at the intersection of this beloved art form and the rapidly advancing field of artificial intelligence, particularly with the advent of sophisticated large language models like OpenAI’s ChatGPT.3

This trend involves the use of AI to generate images and even short videos that emulate the distinctive and cherished style of Studio Ghibli, sparking both excitement and debate among animation enthusiasts and industry professionals.5 Fueled by the increasing accessibility and capability of AI image generation models such as GPT-4o, Grok 3, and Gemini, users are now able to transform their photographs and textual prompts into visuals that echo the magical worlds and endearing characters of Ghibli’s films with remarkable ease.3

This article endeavors to explore this burgeoning confluence of AI technology and the enchanting art of Studio Ghibli. We will embark on a journey to dissect the defining characteristics of Ghibli’s unique visual and narrative approaches, meticulously examine the creative potential of ChatGPT and similar large language models, investigate the current and potential applications of AI within the broader animation industry, analyze the intriguing possibilities of combining these technologies to craft animated content that captures the very essence of Ghibli’s magic, discuss the myriad benefits and inherent challenges that such an integration might entail, delve into the crucial ethical considerations that arise when AI enters creative domains, and finally, speculate on the future landscape of animation, particularly concerning the ability of AI to emulate specific and beloved artistic styles.

Studio Ghibli’s enduring appeal lies not only in its captivating stories but also in its distinct and meticulously crafted animation style. Several key elements contribute to the unique “magic” that audiences have come to associate with Ghibli’s films. At the heart of this magic is the studio’s deep-rooted commitment to traditional hand-drawn animation, a technique often employing the delicate touch of watercolor and the rich texture of acrylic paints.2 This dedication to analog artistry in an increasingly digital world imbues their films with a warmth and expressiveness that is often difficult to replicate through purely digital means. Complementing this hand-drawn approach is the extraordinary level of detail lavished upon the backgrounds and environments in Ghibli films.1

Whether it’s the sprawling, verdant landscapes of Princess Mononoke or the intricate, cozy interiors of Kiki’s Delivery Service, each setting is rendered with such precision and care that it contributes significantly to the immersive and believable nature of the studio’s fantastical worlds. This meticulous attention to visual detail fosters a “handcrafted feel” and a “warm, organic” quality that has become a hallmark of the Ghibli aesthetic, evoking a sense of nostalgia and wonder in viewers.1 Hayao Miyazaki’s steadfast preference for hand-drawn animation, famously stating that “hand drawing on paper is the fundamental of animation,” underscores a profound artistic philosophy that values the human touch and the inherent qualities of traditional techniques.14 This commitment poses a considerable challenge for AI, which operates through algorithms and digital processes, to not only reproduce the visual style but also to capture the underlying artistic intention and the subtle imperfections that contribute to the unique charm of hand-drawn animation.

CharacteristicGhibli StyleAnime Art
Color PalettePastel, mutedVibrant, varied
Animation TechniqueHand-drawn, detailed backgroundsOften incorporates CGI
Storytelling ThemesEmotionally engaging, nature, identityBroad range of genres and themes
InfluencesJapanese folklore, Western artManga, Western animation, Japanese culture
Artistic ApproachUnique, recognizable aestheticHighly stylized, diverse styles
Female RepresentationStrong, nuanced charactersVaried, sometimes stereotypical
Overall StyleWarm, handcrafted feelSleek, high-tech appearance

Studio Ghibli’s visual storytelling is further enriched by its distinctive use of color. Pastel and muted color palettes are frequently employed, creating a sense of warmth and expressiveness in their imagery.1 These carefully selected color schemes often contribute to the overall tranquil and wondrous atmosphere of their films. Color choices in Ghibli films are not arbitrary but are integral to the narrative, thoughtfully used to enhance the storytelling and evoke specific emotional responses in the audience.2 Bright, vibrant hues often accompany scenes of joy and enchantment, while softer, more muted tones, such as blues and grays, are typically reserved for moments of sadness or solemn reflection.2

This deliberate application of color contributes to the “dreamy aesthetic” that has become so closely associated with Studio Ghibli’s animation style.12 The emotional impact of Ghibli’s color palettes is a subtle yet powerful aspect of their artistic identity. For AI to truly replicate this, it must comprehend not only the specific colors utilized but also their narrative and emotional context. Simply generating images with pastel colors might fall short of capturing the intended emotional depth without a more profound understanding of Ghibli’s visual language of color.

Numerous online resources and tools dedicated to Studio Ghibli color palettes underscore the significance of this element to the studio’s unique identity.26 These resources could potentially serve as valuable datasets for training AI models to recognize and reproduce the specific color schemes associated with various Ghibli films and the emotions they evoke.

The characters that populate Studio Ghibli’s animated worlds are another cornerstone of their enduring appeal. These characters are designed with specific features that effectively convey their emotions and personalities.2 Key design elements often include large, expressive eyes that serve as windows to their inner feelings, small and understated noses, and in some cases, thick, voluminous hair that can also play a role in their visual storytelling.2

Ghibli’s approach to character design strikes a delicate balance between the stylized features common in anime and a sense of realistic human proportions.31 While certain features, like the eyes, might be slightly exaggerated, the overall anatomy and movement of the characters tend to be grounded in a sense of believability, making them relatable to audiences even within fantastical settings.

Unlike some other anime styles that might employ overt visual cues to indicate emotion, Ghibli’s characters achieve remarkable expressiveness through subtle shifts in facial features and body language that often mirror real human expressions.31 This nuanced approach fosters a deeper connection between the audience and the emotional journeys of the characters. The expressiveness of Ghibli’s characters arises from these subtle design choices and the fluidity of their animation. AI models attempting to emulate this need to go beyond merely replicating the basic visual attributes like eye size and nose shape. They must be capable of capturing the intricate interplay of facial features and movement that conveys the depth of emotion so characteristic of Ghibli’s animation.

Beyond its distinctive visual style, Studio Ghibli is celebrated for its mastery of animation techniques that contribute significantly to the immersive and timeless quality of their films. Their animation is marked by a meticulous attention to movement, capturing lifelike gestures and actions with remarkable precision and fluidity.16 Whether it’s the simple, everyday act of a character tying their shoes or the breathtaking spectacle of a dragon soaring through the sky, every motion is crafted with a keen eye for detail, resulting in animation that feels both organic and expressive. A key element of Ghibli’s storytelling is the seamless blending of reality and fantasy, a technique often referred to as “immersive realism”.13

This involves grounding even the most fantastical elements, such as flying witches or enchanted forests, in relatable human behaviors and meticulously detailed everyday settings, making the magical feel tangible and the real feel infused with wonder. Another vital aspect of Ghibli’s cinematic language is the strategic use of “Ma” (間), a Japanese concept referring to moments of silence and stillness that are thoughtfully placed within the narrative to enhance the atmosphere and amplify the emotional impact of a scene.14

These carefully timed pauses allow viewers to reflect on what they have witnessed and deepen their connection with the story and its characters. While primarily renowned for its traditional hand-drawn animation, Studio Ghibli has also judiciously incorporated CGI (Computer-Generated Imagery) into several of its films, particularly for complex sequences or effects that would be exceptionally challenging to achieve through traditional methods alone.15

However, this integration of digital technology is typically executed with a delicate touch, aiming to enhance, rather than supplant, the studio’s signature hand-drawn aesthetic. The mastery of these animation techniques in Ghibli films transcends mere visual appeal; the deliberate pacing, the evocative use of “Ma,” and the seamless integration of fantasy and reality are all integral components of the studio’s unique storytelling rhythm and profound emotional resonance. Replicating these subtle yet crucial aspects of Ghibli’s cinematic language with AI would necessitate a sophisticated understanding of film grammar and the ability to control not just the generation of visuals but also the temporal flow and emotional undercurrents of the animation.

In the realm of creative writing, large language models like ChatGPT have demonstrated a remarkable aptitude for assisting with various aspects of the narrative creation process. ChatGPT possesses the ability to generate a diverse range of creative writing prompts and story ideas across numerous genres.37 By providing specific keywords, themes, or stylistic guidelines, users can prompt ChatGPT to produce a wealth of potential narrative concepts, offering a valuable starting point for writers seeking inspiration. Furthermore, ChatGPT can aid in the development of plot structures and the creation of comprehensive outlines for stories and novels.38

These outlines can often adhere to established storytelling frameworks, such as the classic three-act structure or the archetypal hero’s journey, providing writers with a solid foundation upon which to build their narratives. Beyond initial ideation and structural planning, ChatGPT can also serve as a valuable brainstorming partner, helping writers overcome creative impasses by suggesting new ideas, alternative plot directions, and unexpected twists when they encounter writer’s block.38

While ChatGPT exhibits considerable skill in generating story ideas and outlines, the distinctive narrative depth and thematic complexity that characterize Studio Ghibli films, often drawing from rich veins of Japanese folklore, pressing environmental concerns, and deeply humanistic values, might prove to be a significant hurdle for purely AI-driven generation. The ability to infuse a story with the personal vision, cultural understanding, and subtle emotional nuances that are hallmarks of Ghibli’s work may require a level of contextual awareness and emotional intelligence that current language models have yet to fully achieve.

ChatGPT can also be a potent tool for character development, capable of generating detailed descriptions of fictional characters, exploring their intricate backstories, defining their core motivations and aspirations, and even suggesting internal conflicts that contribute to the complexity and depth of their personalities.37 By providing ChatGPT with initial details about a character’s traits, background, and role in the story, writers can prompt the AI to flesh out various facets of their persona, creating more well-rounded and believable individuals. Moreover, ChatGPT can assist in the creation of dialogue between characters, often tailored to convey specific emotions, advance the unfolding plot, or reveal key aspects of their personalities and the dynamics of their relationships.37

By offering context about the scene, the characters involved, and the intended emotional tone, users can prompt ChatGPT to generate conversations that often feel surprisingly natural and engaging. Employing specific prompting techniques, such as instructing ChatGPT on the desired tone, style, and the use of colloquial language, can further enhance the authenticity and impact of the generated dialogue.51 Studio Ghibli’s characters are celebrated for their nuanced personalities and relatable human qualities, even within the context of fantastical narratives.

While ChatGPT can undoubtedly generate character profiles based on user prompts, capturing the specific blend of innocence, resilience, and profound emotional depth that distinguishes many Ghibli protagonists might necessitate careful and iterative prompting, coupled with significant human artistic refinement. Similarly, the dialogue in Ghibli films often feels understated and natural, mirroring the rhythms and subtleties of real-life human interaction. Consistently replicating this level of nuance and avoiding the pitfalls of clichés in AI-generated dialogue could present a considerable challenge.

Despite the impressive progress made in the field of large language models, ChatGPT and its contemporaries still possess inherent limitations when it comes to replicating the full spectrum of human creativity.43 These models primarily operate by identifying and leveraging patterns and associations within the vast datasets on which they are trained. This reliance on existing data can sometimes lead to a lack of genuine originality or the generation of content that feels somewhat predictable or formulaic.56

Furthermore, LLMs can struggle with understanding and accurately replicating the more subtle and context-dependent aspects of human communication, such as sarcasm, humor, or irony, which are often integral components of effective storytelling.55 They may also lack the genuine emotional depth and the lived human experiences that are often necessary to imbue creative works with profound emotional resonance.56 The potential for unintentional plagiarism also exists, as AI models might inadvertently generate text that closely mirrors existing content within their extensive training data.56

Consequently, human oversight and careful fact-checking remain essential when utilizing AI for creative writing endeavors. Moreover, maintaining long-term narrative coherence and generating truly surprising and innovative plot developments over extended works can be a significant hurdle for current LLMs.55 They might find it challenging to sustain a consistent creative vision and introduce unexpected narrative turns that feel both organic and meaningful to the overall story.

The unique artistic vision and the deeply personal, often philosophical, messages that permeate Studio Ghibli’s films, largely originating from the creative minds of Hayao Miyazaki and Isao Takahata, might ultimately prove to be exceptionally difficult for AI to fully replicate. The intangible “soul” or the ineffable essence that renders Ghibli’s work so deeply beloved by audiences worldwide may currently lie beyond the grasp of even the most sophisticated algorithms.

Artificial intelligence is increasingly finding its place within the animation industry, offering a range of tools and capabilities that can assist with various stages of production. Language models like ChatGPT can be employed to generate initial drafts of animation scripts and dialogues, providing a foundational text that human writers can then refine and develop further.60 This can significantly speed up the initial writing process and offer new creative starting points. Beyond script generation, AI is also making inroads into assisting with storyboarding, a crucial step in visualizing the narrative flow of an animated project.64

AI-powered tools can help animators by generating visual sequences based on scripts or textual descriptions, sometimes even creating rudimentary animatics to aid in understanding the pacing and timing of scenes. Some platforms are designed to analyze animation scripts and automatically identify key scenes, characters, and actions, translating this information into a series of storyboard panels.77

This automation can significantly accelerate the pre-production phase, allowing animators to focus more on the artistic and creative aspects of their work. While AI offers the potential to streamline script and storyboard creation, the distinctive visual language and cinematic pacing that are hallmarks of Studio Ghibli’s storyboards, often meticulously crafted by master artists, may still require a high degree of human artistic direction and refinement to truly capture the studio’s unique storytelling style.

AI is also proving to be a valuable asset in the realm of concept development for animation projects.64 AI image generation tools, such as MidJourney and DALL-E 2, can be used by animators to rapidly generate a diverse range of visual ideas for environments, characters, and props based on textual prompts. This allows for a more efficient exploration of different artistic directions and can significantly speed up the initial stages of visual design. Furthermore, AI is playing an increasingly important role in character modeling within the animation industry.60

AI-powered tools are capable of creating and refining both 2D and 3D character models, often by analyzing vast datasets of visual information to generate designs that adhere to specific stylistic parameters or user-defined attributes. AI can also assist with the more technical aspects of character creation, such as rigging, which involves setting up a character model with a digital skeleton for animation, and texturing, which involves adding surface details and visual properties to the model.

While AI can undoubtedly provide a wealth of visual concepts and assist with the often-complex process of character modeling, for projects aiming to emulate the unique and beloved style of Studio Ghibli, ensuring that these AI-generated assets truly capture the studio’s distinctive charm and design sensibilities, particularly the subtle expressiveness of its characters and the intricate details of its fantastical environments, will likely necessitate significant artistic oversight and meticulous refinement by experienced human animators.

The potential for combining the narrative prowess of ChatGPT with the visual generation capabilities of AI image generation tools presents an exciting prospect for creating animated content.82 ChatGPT can be leveraged to craft compelling stories, develop nuanced characters, and write evocative scripts that capture the thematic and emotional essence often found in Studio Ghibli’s films. These textual outputs from ChatGPT can then serve as detailed and specific prompts for AI image generators such as MidJourney, Stable Diffusion, or DALL-E, guiding them to create visuals that embody the distinctive Ghibli style.9 By carefully crafting prompts that specify the desired art style, character designs, environmental settings, and overall mood, users can direct the AI to produce images that resonate with the enchanting worlds and endearing characters of Miyazaki’s creations.

Moreover, advanced language models like GPT-4o offer the capability for multi-turn generation, enabling users to refine and iterate on the generated images through natural language conversations with the AI, allowing for a more intuitive and controlled creative process.82 This synergistic relationship between AI language models and image generators could provide a powerful and increasingly accessible workflow for aspiring animators and creators who wish to bring their own Ghibli-inspired stories to life, even if they possess limited traditional animation skills. However, maintaining a consistent artistic vision across both the AI-generated narrative and visuals, as well as ensuring a seamless and harmonious integration between these two elements, would likely still require a guiding human creative hand.

A potential workflow for creating animation in the style of Studio Ghibli using ChatGPT and AI image generation might involve several key steps. First, ChatGPT could be prompted to generate a story idea, develop a plot outline, and create detailed character profiles that align with the common themes and storytelling approaches prevalent in Ghibli films, such as environmentalism, childhood innocence, and the presence of strong female characters. Next, ChatGPT could be utilized to write a comprehensive script, including vivid scene descriptions and natural-sounding dialogue that captures the characteristic tone and pacing of Ghibli’s cinematic style.

The detailed scene descriptions and character profiles generated by ChatGPT would then be translated into highly specific text prompts for AI image generation tools. These prompts would explicitly request the “Studio Ghibli style” and reference key visual elements such as pastel and muted color palettes, intricate and detailed backgrounds, expressive character features with large eyes and small noses, and the overall whimsical and magical atmosphere that defines Ghibli’s visual poetry.9 AI image generators like MidJourney, Stable Diffusion, or DALL-E would then be employed to create keyframes, character designs, and background art in the Ghibli style based on these carefully crafted prompts.4 To further visualize the narrative flow, AI-assisted storyboarding tools could be used to arrange the generated keyframes into a sequential visual narrative based on the script, potentially even generating initial animatics to establish the pacing and timing of scenes.73

The subsequent stage would involve bringing the static AI-generated images to life through animation, either using traditional hand-drawn techniques or digital animation software. This process would require skilled animators to create the necessary in-between frames, ensuring the fluid and detailed movement that is a hallmark of Ghibli animation.20 This stage is likely to involve significant human artistic input to refine the AI-generated visuals and maintain stylistic consistency.98 Finally, the animated piece would undergo post-production, where sound effects, music (potentially drawing inspiration from the iconic scores of Joe Hisaishi), and voiceovers would be added to complete the Ghibli-inspired creation.

AI tools could potentially assist with tasks such as lip-syncing the character’s mouth movements to the dialogue and generating realistic background sounds.64 This proposed workflow underscores a collaborative partnership between AI and human artists, where AI serves as a powerful assistant throughout the animation production pipeline, from the initial spark of an idea to the final polished product. However, the indispensable role of human artistic direction and the necessity for skilled animators to refine and enhance the AI-generated content, particularly in capturing the unique “soul” and handcrafted feel of Studio Ghibli animation, remain paramount to achieving a truly authentic and emotionally resonant result.

The integration of AI into animation production offers a compelling array of potential benefits. One of the most significant advantages is the potential for increased efficiency, which can translate to faster production timelines and reduced overall costs.60 AI’s ability to automate many of the labor-intensive and often repetitive tasks involved in animation, such as generating in-between frames, creating textures, and even assisting with initial rendering, can free up animators to dedicate more of their time and energy to the core creative and artistic aspects of their work.60

Moreover, AI can serve as a powerful catalyst for innovation within the animation process, offering new tools and techniques for concept generation that can enable animators to explore a broader spectrum of visual styles and artistic possibilities, some of which might have been previously too complex or time-consuming to achieve through purely manual methods.60 AI also has the potential to contribute to the creation of more realistic and nuanced character movements and the development of increasingly immersive virtual environments within animated projects.60

However, alongside these promising benefits, the integration of AI into animation also presents several notable challenges, particularly when considering the preservation of artistic integrity and the unique human touch that defines styles as distinctive as that of Studio Ghibli.61 There are valid concerns regarding the potential for a loss of creative control by human animators and a possible diminishing of the personal artistic expression that is so central to styles like Ghibli’s.61 The risk of a homogenization of artistic styles and the stifling of individual creativity is also a significant consideration.61

Moreover, ensuring the originality of AI-generated content and diligently avoiding unintentional plagiarism of existing artistic works remains a crucial challenge that the industry must address.6 Finally, current AI models may still struggle to fully replicate the complex emotional nuances, the depth of storytelling, and the subtle artistic choices that are so integral to the unique and profound impact of Studio Ghibli’s films.56

The increasing presence of AI in creative fields like animation brings forth a range of complex ethical considerations that warrant careful examination. One of the most prominent areas of ethical debate revolves around the questions of authorship and ownership of art generated, at least in part, by artificial intelligence.4 Current copyright laws in many jurisdictions typically require human authorship as a prerequisite for copyright protection, which can create significant ambiguity when AI is involved in the creative process.129

This raises fundamental questions about who should be credited as the creator of AI-assisted animation and who ultimately holds the rights to such works. Furthermore, ethical concerns have been widely voiced regarding the use of copyrighted material, such as existing Studio Ghibli films and artwork, to train AI models without obtaining explicit permission or entering into licensing agreements with the copyright holders.4 This practice raises serious ethical questions about fair use, the protection of intellectual property rights, and the potential for exploitation of human artists’ creative labor. The legal and ethical frameworks surrounding AI-generated art are still in a state of flux and require thoughtful development to address these complex issues and establish clear guidelines for the responsible use of AI in creative endeavors.

Another critical ethical consideration concerns the originality and authenticity of art that is generated, at least in part, by artificial intelligence, particularly when the AI is specifically prompted to emulate the style of a particular artist or studio, such as Studio Ghibli.4 While AI can undoubtedly produce visuals that bear a striking resemblance to a specific artistic style, the underlying creative process is fundamentally different from that of a human artist who has often spent years honing their craft and developing their unique visual language.

This has led to an ongoing debate about whether AI-generated art can truly be considered original or if it is simply a sophisticated form of mimicry.6 The ease with which AI can replicate established artistic styles raises concerns about the potential devaluation of human creativity and the artistic effort involved in developing a distinctive style.6 The distinction between drawing inspiration from existing works, a common practice in art, and the direct replication of styles by AI becomes blurred, prompting ethical questions about fair use and potential infringement on the artistic legacy of human creators.133

Finally, the increasing capabilities of AI in animation raise important ethical considerations regarding the potential impact on human animators and artists.60 The automation of certain tasks through AI could lead to concerns about job displacement for animators, particularly those involved in more technical or repetitive aspects of the production process. It is crucial for the animation industry to proactively address these potential impacts and consider strategies for retraining and upskilling animators to adapt to a future where collaboration with AI tools is likely to be increasingly common.

Many in the field believe that AI will primarily serve as a tool to augment human creativity and enhance efficiency, rather than completely replacing human artists.60 In this evolving landscape, the role of the human animator may shift towards more creative and directorial functions, guiding the AI’s output and ensuring that it aligns with the overall artistic vision of the project.

Looking towards the future, the capabilities of AI in emulating distinct artistic styles, including the unique aesthetic of Studio Ghibli, are only expected to grow more sophisticated.4 We may see AI models capable of accurately reproducing not only the visual hallmarks of Ghibli, such as its hand-drawn quality, color palettes, and character designs, but also the more subtle nuances of its animation techniques and storytelling rhythms.17 This could potentially open up exciting new avenues for creative expression, allowing artists and fans alike to generate content that pays homage to or even expands upon the beloved Ghibli universe, perhaps even creating fan-made animations that capture the essence of the studio’s magic.141

However, this also raises profound questions about the future of the animation industry and the potential impact on both creators and audiences. The animation industry itself is likely to undergo significant transformation as AI becomes more integrated into production workflows.60 AI could potentially lower the barrier to entry for independent creators, enabling them to produce high-quality animated content with fewer resources and less traditional animation expertise. We might also see the emergence of new forms of animated experiences, such as interactive narratives or personalized content tailored to individual viewers.62

Ultimately, the future of AI in animation, particularly in the context of emulating specific artistic styles like that of Studio Ghibli, will likely depend on finding a delicate balance between leveraging the power and efficiency of technology and preserving the unique artistic vision, emotional depth, and human creativity that make animation such a captivating and enduring art form.

In conclusion, the intersection of AI and the art of Studio Ghibli presents a fascinating case study in the evolving relationship between technology and creativity. While AI, particularly models like ChatGPT and advanced image generation tools, demonstrates a growing ability to emulate the visual style and even some narrative aspects of Ghibli’s work, the unique magic of the studio’s films stems from a complex interplay of hand-drawn artistry, thematic depth, and the personal vision of its creators. AI offers significant potential benefits for animation production, including increased efficiency, automation of tedious tasks, and the exploration of new creative possibilities.

However, it also poses considerable challenges related to artistic integrity, originality, authorship, and the potential impact on human animators. As we look to the future, it is crucial to navigate the ethical considerations surrounding the use of AI in creative fields and to strive for a balanced approach that leverages the power of technology while continuing to value and prioritize the irreplaceable contributions of human artists. The future of animation, including the legacy of beloved studios like Ghibli, will likely be shaped by how effectively we can weave together the dreams of human imagination with the capabilities of artificial intelligence.

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