Jul 2025 – Oct 2025
Jul 2025 – Oct 2025
• Product Design Intern
• Product Design Intern
Interned with Shanghai Lab’s Frontier Exploration Center, collaborating with Alibaba Cloud and Huawei to turn AI research into user-facing tools. Led 3 projects, including ArtiMuse, an AI aesthetics tool launched at WAIC 2025 with 20K+ early users. Online: https://artimuse.intern-ai.org.cn
Interned with Shanghai Lab’s Frontier Exploration Center, collaborating with Alibaba Cloud and Huawei to turn AI research into user-facing tools. Led 3 projects, including ArtiMuse, an AI aesthetics tool launched at WAIC 2025 with 20K+ early users. Online: https://artimuse.intern-ai.org.cn
Interned with Shanghai Lab’s Frontier Exploration Center, collaborating with Alibaba Cloud and Huawei to turn AI research into user-facing tools. Led 3 projects, including ArtiMuse, an AI aesthetics tool launched at WAIC 2025 with 20K+ early users. Online: https://artimuse.intern-ai.org.cn
Team
Team
Team
Minzhe Emily
Minzhe Emily
Minzhe Emily
Product design intern
Product design intern
Product design intern
Cao Li
Cao Li
Cao Li
Development engineer
Development engineer
Development engineer
Fubin
Fubin
Fubin
Mentor
Yihao Liu
Yihao Liu
Yihao Liu
Team leader
Team leader
Team leader
Skills
Skills
Skills
Product thinking & strategy
Product thinking & strategy
Product thinking & strategy
User research
User research
User research
Brainstorming
Brainstorming
Brainstorming
UI / UX Design
UI / UX Design
UI / UX Design
Prototyping
Prototyping
Prototyping
Timeline
Figma
Lark
Tools
4 Weeks
Timeline
Timeline
4 Weeks
4 Weeks
Tools
Tools
Figma
Figma
Lark
Lark
Background
Background
Background
Why we built ArtiMuse
Why we built ArtiMuse
Why we built ArtiMuse
We found that many existing AI models, such as ChatGPT, MidJourney, and Stable Diffusion, are impressive at generating content, but they still fall short in evaluating aesthetics. They often provide only vague scores or unprofessional comments, lacking clear standards and detailed analysis. This means that people’s needs remain unmet, and a significant white space still exists in the market. In fact, the demand for aesthetic evaluation is widely present across multiple domains.
We found that many existing AI models, such as ChatGPT, MidJourney, and Stable Diffusion, are impressive at generating content, but they still fall short in evaluating aesthetics. They often provide only vague scores or unprofessional comments, lacking clear standards and detailed analysis. This means that people’s needs remain unmet, and a significant white space still exists in the market. In fact, the demand for aesthetic evaluation is widely present across multiple domains.
We found that many existing AI models, such as ChatGPT, MidJourney, and Stable Diffusion, are impressive at generating content, but they still fall short in evaluating aesthetics. They often provide only vague scores or unprofessional comments, lacking clear standards and detailed analysis. This means that people’s needs remain unmet, and a significant white space still exists in the market. In fact, the demand for aesthetic evaluation is widely present across multiple domains.
Familiar challenges we all face
Familiar challenges we all face
Familiar challenges we all face
Your boyfriend took unflattering pictures
Your boyfriend took
unflattering pictures
Your boyfriend took unflattering pictures
ArtiMuse helps your partner with aesthetic insights to take better photos!
ArtiMuse helps your partner with aesthetic insights to take better photos!
ArtiMuse helps your partner with aesthetic insights to take better photos!
As a designer, clients picked your first drafts after endless edits
As a designer, clients picked your first drafts after endless edits
As a designer, clients picked your first drafts after endless edits
ArtiMuse offers aesthetic guidance to lock onto the right direction and cutting down endless revisions!
ArtiMuse offers aesthetic guidance to lock onto the right direction and cutting down endless revisions!
ArtiMuse offers aesthetic guidance to lock onto the right direction and cutting down endless revisions!
As a drawing learner, finding real guidance is hard & expensive
As a drawing learner, finding real guidance is hard & expensive
As a drawing learner, finding real guidance is hard & expensive
ArtiMuse offers instant expert aesthetic feedback to sharpen your drawing skills!
ArtiMuse offers instant expert aesthetic feedback to sharpen your drawing skills!
ArtiMuse offers instant expert aesthetic feedback to sharpen your drawing skills!
Looking at an artwork, you want
to know its craft and meaning
Looking at an artwork, you want to
know its craft and meaning
Looking at an artwork, you want to know its craft and meaning
ArtiMuse makes art appreciation easier by offering instant insights into each piece’s aesthetic value!
ArtiMuse makes art appreciation easier by offering instant insights into each piece’s aesthetic value!
ArtiMuse makes art appreciation easier by offering instant insights into each piece’s aesthetic value!
From pain points to potential
From pain points to potential
From pain points to potential
From these challenges, we partnered with the China Academy of Art to create ArtiMuse, an expert-level aesthetic AI model that provides trustworthy scores and feedback, helping users in learning, creation, and daily expression.
From these challenges, we partnered with the China Academy of Art to create ArtiMuse, an expert-level aesthetic AI model that provides trustworthy scores and feedback, helping users in learning, creation, and daily expression.
From these challenges, we partnered with the China Academy of Art to create ArtiMuse, an expert-level aesthetic AI model that provides trustworthy scores and feedback, helping users in learning, creation, and daily expression.
AI x ART: Expert-level aesthetic model
AI x ART: Expert-level aesthetic model
AI x ART: Expert-level aesthetic model
Advanced AI foundation
Shanghai AI Lab powers ArtiMuse’s core technology with multimodal AI and large-scale training.
Academic collaboration
Partnering with top art universities, professors and researchers built a large-scale aesthetic dataset through detailed annotation.
Academic collaboration
Partnering with top art universities, professors and researchers built a large-scale aesthetic dataset through detailed annotation.
Leading the field
Outperforming
leading models like
GPT-4 and InternVL.
Advanced AI foundation
Advanced AI foundation
Shanghai AI Lab powers ArtiMuse’s core technology with multimodal AI and large-scale training.
Shanghai AI Lab powers ArtiMuse’s core technology with multimodal AI and large-scale training.
Academic collaboration
Partnering with top art universities, professors and researchers built a large-scale aesthetic dataset through detailed annotation.
Academic collaboration
Partnering with top art universities, professors and researchers built a large-scale aesthetic dataset through detailed annotation.
Leading the field
Outperforming
leading models like
GPT-4 and InternVL.
Outperforming
leading models like
GPT-4 and InternVL.
Composition
Composition
Technique
Technique
Visuals
Visuals
Overall evaluation
Overall evaluation
Creativity
Creativity
Emotion
Emotion
Form
Form
Theme
Theme
AI evaluation logic
AI evaluation logic
AI evaluates design quality through 8 aesthetic dimensions, revealing the reasons behind each score.
Composition
Composition
Technique
Technique
Visuals
Visuals
Overall evaluation
Overall evaluation
Creativity
Creativity
Emotion
Emotion
Form
Form
Theme
Theme
AI evaluation logic
AI evaluates design quality through 8 aesthetic dimensions, revealing the reasons behind each score.
AI aesthetic evaluation performs
Score: 69 / 100
The composition is dynamic, with fruits and draped fabric creating movement. Contrasting colors add visual interest. Though the background slightly competes with the subject, the overall layout remains harmonious and cohesive.
Score: 69 / 100
The composition is dynamic, with fruits and draped fabric creating movement. Contrasting colors add visual interest. Though the background slightly competes with the subject, the overall layout remains harmonious and cohesive.
AI aesthetic evaluation performs
Aesthetics score: 69 /100
The composition is dynamic and balanced, with fruits and draped fabric creating movement. Contrasting colors and textures add visual interest, while the central bowl anchors the scene. Though the background slightly competes with the subject, the overall layout remains harmonious and cohesive.
3 Steps to discover your aesthetic DNA
3 Steps to discover your
aesthetic DNA
AI aesthetic evaluation performs
Score: 69 / 100
The composition is dynamic, with fruits and draped fabric creating movement. Contrasting colors add visual interest. Though the background slightly competes with the subject, the overall layout remains harmonious and cohesive.
Score: 69 / 100
The composition is dynamic, with fruits and draped fabric creating movement. Contrasting colors add visual interest. Though the background slightly competes with the subject, the overall layout remains harmonious and cohesive.
3 Steps to discover your aesthetic DNA
3 Steps to discover your
aesthetic DNA
This flow is a sample scenario for a bank’s app, but the FaceID verification feature can be seamlessly integrated into a wide range of products.
Who’s scoring you today?
Who’s scoring you today?
Your judges might look familiar, perhaps Picasso, Monet, or another legendary master. ArtiMuse generates art characters that mirror your work’s style, holding a score card and making every evaluation a moment of playful surprise.
Your judges might look familiar, perhaps Picasso, Monet, or another legendary master. ArtiMuse generates art characters that mirror your work’s style, holding a score card and making every evaluation a moment of playful surprise.
Who’s scoring you today?
Your judges might look familiar, perhaps Picasso, Monet, or another legendary master. ArtiMuse generates art characters that mirror your work’s style, holding a score card and making every evaluation a moment of playful surprise.
Meet the sassy mode
I realized that one of the biggest reasons people don’t fully trust AI evaluation is because it often feels…fake. AI loves to flatter you “Great job! Amazing work!” But after hearing it a dozen times, it just sounds like empty words. ArtiMuse takes a different approach. A sassy mode you can switch to. Where instead of endless praise, you actually get sharp, sassy, sometimes even a little mean feedback😉.
What people seek from AI isn’t praise, but to be understood and felt.
Okay, but I’ve seen hotter.🔥🔥🔥
Okay, but I’ve seen hotter.🔥🔥🔥
You clearly closed the book right before the grid system chapter.
You clearly closed the book right before the grid system chapter.
Oh, DALL·E taught you that? Adorable.
Oh, DALL·E taught you that? Adorable.
This felt like you were playing it safe. Try pushing boundaries next time.
This felt like you were playing it safe. Try pushing boundaries next time.
+0%
+0%
By the numbers
87% of users said Sassy Mode made feedback feel fresher and more charming, with positivity up 33.6%.
+0%
+0%
By the numbers
87% of users said Sassy Mode made feedback feel fresher and more charming, with positivity up 33.6%.
Polite? Sassy? You decide.
Solving traditional AI model pain points
1. More transparent evaluation
Previous models generated scores without explaining why. Even text feedback was templated and lacked meaningful insights.
1. More transparent evaluation
Previous models generated scores without explaining why. Even text feedback was templated and lacked meaningful insights.
2. Reducing cultural bias
Previous models were largely trained on Western art and failed to interpret artistic logic from Asia, Africa, and other regions.
2. Reducing cultural bias
Previous models were largely trained on Western art and failed to interpret artistic logic from Asia, Africa, and other regions.
3. Deeper insight
Previous models stayed at the surface level like “good looking”, often favoring flattering content and producing inconsistent scores.
3. Deeper insight
Previous models stayed at the surface level like “good looking”, often favoring flattering content and producing inconsistent scores.
Meet the sassy mode
Meet the sassy mode
I realized that one of the biggest reasons people don’t fully trust AI evaluation is because it often feels…fake. AI loves to flatter you “Great job! Amazing work!” But after hearing it a dozen times, it just sounds like empty words. ArtiMuse takes a different approach. A sassy mode you can switch to. Where instead of endless praise, you actually get sharp, sassy, sometimes even a little mean feedback😉.
I realized that one of the biggest reasons people don’t fully trust AI evaluation is because it often feels…fake. AI loves to flatter you “Great job! Amazing work!” But after hearing it a dozen times, it just sounds like empty words. ArtiMuse takes a different approach. A sassy mode you can switch to. Where instead of endless praise, you actually get sharp, sassy, sometimes even a little mean feedback😉.
What people seek from AI isn’t praise, but to be understood and felt.
What people seek from AI isn’t praise, but to be understood and felt.
Okay, but I’ve seen hotter.🔥🔥🔥
Okay, but I’ve seen hotter.🔥🔥🔥
You clearly closed the book right before the grid system chapter.
You clearly closed the book right before the grid system chapter.
Oh, DALL·E taught you that? Adorable.
Oh, DALL·E taught you that? Adorable.
This felt like you were playing it safe. Try pushing boundaries next time.
This felt like you were playing it safe. Try pushing boundaries next time.
+0%
+0%
By the numbers
87% of users said sassy mode made the feedback feel fresher and charm, the positive sentiment increased by 33.6%.
+0%
+0%
By the numbers
87% of users said sassy mode made the feedback feel fresher and charm, the positive sentiment increased by 33.6%.
Polite? Sassy? You decide.
Polite? Sassy? You decide.
Solving traditional model pain points
Solving traditional model pain points
More transparent evaluation
Previous models generated scores without explaining why. Even text feedback was templated and lacked meaningful insights.
Deeper insight
Previous models stayed at the surface level like “good looking”, often favoring flattering content and producing inconsistent scores.
Reducing cultural bias
Previous models were largely trained on Western art and failed to interpret artistic logic from Asia, Africa, and other regions.
Deeper insight
Previous models stayed at the surface level like “good looking”, often favoring flattering content and producing inconsistent scores.
More transparent evaluation
Previous models generated scores without explaining why. Even text feedback was templated and lacked meaningful insights.
Deeper insight
Previous models stayed at the surface level like “good looking”, often favoring flattering content and producing inconsistent scores.
Reducing cultural bias
Previous models were largely trained on Western art and failed to interpret artistic logic from Asia, Africa, and other regions.
Deeper insight
Previous models stayed at the surface level like “good looking”, often favoring flattering content and producing inconsistent scores.
Application scenarios
Application scenarios
Camera work
Real or Rip-off?
Battle of the crests
Graphic design
Icon design
Camera work
Real or Rip-off?
Battle of the crests
Graphic design
Icon design
Camera work
Real or Rip-off?
Battle of the crests
Graphic design
Icon design
Camera work
Real or Rip-off?
Battle of the crests
Graphic design
Icon design
Camera work
Real or Rip-off?
Battle of the crests
Graphic design
Icon design
Camera work
Real or Rip-off?
Battle of the crests
Graphic design
Icon design
Camera work
Real or Rip-off?
Battle of the crests
Graphic design
Icon design
Camera work
Real or Rip-off?
Battle of the crests
Graphic design
Icon design
Application scenarios
Camera work
Real or Rip-off?
Battle of the crests
Graphic design
Icon design
Camera work
Real or Rip-off?
Battle of the crests
Graphic design
Icon design
Camera work
Real or Rip-off?
Battle of the crests
Graphic design
Icon design
Camera work
Real or Rip-off?
Battle of the crests
Graphic design
Icon design
Camera work
Real or Rip-off?
Battle of the crests
Graphic design
Icon design
Camera work
Real or Rip-off?
Battle of the crests
Graphic design
Icon design
Camera work
Real or Rip-off?
Battle of the crests
Graphic design
Icon design
Camera work
Real or Rip-off?
Battle of the crests
Graphic design
Icon design
Across diverse art forms
AIGC
Painting
Photography
Calligraphy
Graphic design
3D
Across diverse art forms
Across diverse art forms
AIGC
Painting
Photography
Calligraphy
Graphic design
3D
AIGC
Painting
Photography
Calligraphy
Graphic design
3D
Loved by 12K+ users upon release
Loved by 12K+ users upon release
Loved by 12K+ users upon release
Released at WAIC 2025 with an expert-curated 10K dataset, ArtiMuse attracted 12K+ early users and received highly positive feedback. It surpassed previous models across the board in fine-grained evaluation.
Released at WAIC 2025 with an expert-curated 10K dataset, ArtiMuse attracted 12K+ early users and received highly positive feedback. It surpassed previous models across the board in fine-grained evaluation.
Released at WAIC 2025 with an expert-curated 10K dataset, ArtiMuse attracted 12K+ early users and received highly positive feedback. It surpassed previous models across the board in fine-grained evaluation.
"
Whoa, it’s like having a 24/7 art coach on standby.
Leo Keller
Freelance illustrator
"
I’m no art expert, but it breaks things down so clearly.
Rowan
Content creator
"
My kid painted a blue sun. The AI didn’t judge, and said “Brave choice.” That was lovely!
Sofia
Parent
"
Its analysis is surprisingly close to how my professors critique in studio.
Hana Mori
Art student
"
Tried to see if it’d catch my over-edit. ‘Skin looks fake.’ Alright, AI wins again 😂
Nikki
Photographer
"
Pretty fun, not all praise. It told me the background’s too loud, so I made another one.
Marisa
Graphic designer
"
Whoa, it’s like having a 24/7 art coach on standby.
Leo Keller
Freelance illustrator
"
I’m no art expert, but it breaks things down so clearly.
Rowan
Content creator
"
My kid painted a blue sun. The AI didn’t judge, and said “Brave choice.” That was lovely!
Sofia
Parent
"
Its analysis is surprisingly close to how my professors critique in studio.
Hana Mori
Art student
"
Tried to see if it’d catch my over-edit. ‘Skin looks fake.’ Alright, AI wins again 😂
Nikki
Photographer
"
Pretty fun, not all praise. It told me the background’s too loud, so I made another one.
Marisa
Graphic designer
"
Whoa, it’s like having a 24/7 art coach on standby.
Leo Keller
Freelance illustrator
"
I’m no art expert, but it breaks things down so clearly.
Rowan
Content creator
"
My kid painted a blue sun. The AI didn’t judge, and said “Brave choice.” That was lovely!
Sofia
Parent
"
Its analysis is surprisingly close to how my professors critique in studio.
Hana Mori
Art student
"
Tried to see if it’d catch my over-edit. ‘Skin looks fake.’ Alright, AI wins again 😂
Nikki
Photographer
"
Pretty fun, not all praise. It told me the background’s too loud, so I made another one.
Marisa
Graphic designer
"
Whoa, it’s like having a 24/7 art coach on standby.
Leo Keller
Freelance illustrator
"
I’m no art expert, but it breaks things down so clearly.
Rowan
Content creator
"
My kid painted a blue sun. The AI didn’t judge, and said “Brave choice.” That was lovely!
Sofia
Parent
"
Its analysis is surprisingly close to how my professors critique in studio.
Hana Mori
Art student
"
Tried to see if it’d catch my over-edit. ‘Skin looks fake.’ Alright, AI wins again 😂
Nikki
Photographer
"
Pretty fun, not all praise. It told me the background’s too loud, so I made another one.
Marisa
Graphic designer
"
Whoa, it’s like having a 24/7 art coach on standby.
Leo Keller
Freelance illustrator
"
I’m no art expert, but it breaks things down so clearly.
Rowan
Content creator
"
My kid painted a blue sun. The AI didn’t judge, and said “Brave choice.” That was lovely!
Sofia
Parent
"
Its analysis is surprisingly close to how my professors critique in studio.
Hana Mori
Art student
"
Tried to see if it’d catch my over-edit. ‘Skin looks fake.’ Alright, AI wins again 😂
Nikki
Photographer
"
Pretty fun, not all praise. It told me the background’s too loud, so I made another one.
Marisa
Graphic designer
"
Whoa, it’s like having a 24/7 art coach on standby.
Leo Keller
Freelance illustrator
"
I’m no art expert, but it breaks things down so clearly.
Rowan
Content creator
"
My kid painted a blue sun. The AI didn’t judge, and said “Brave choice.” That was lovely!
Sofia
Parent
"
Its analysis is surprisingly close to how my professors critique in studio.
Hana Mori
Art student
"
Tried to see if it’d catch my over-edit. ‘Skin looks fake.’ Alright, AI wins again 😂
Nikki
Photographer
"
Pretty fun, not all praise. It told me the background’s too loud, so I made another one.
Marisa
Graphic designer
"
Whoa, it’s like having a 24/7 art coach on standby.
Leo Keller
Freelance illustrator
"
I’m no art expert, but it breaks things down so clearly.
Rowan
Content creator
"
My kid painted a blue sun. The AI didn’t judge, and said “Brave choice.” That was lovely!
Sofia
Parent
"
Its analysis is surprisingly close to how my professors critique in studio.
Hana Mori
Art student
"
Tried to see if it’d catch my over-edit. ‘Skin looks fake.’ Alright, AI wins again 😂
Nikki
Photographer
"
Pretty fun, not all praise. It told me the background’s too loud, so I made another one.
Marisa
Graphic designer
"
Whoa, it’s like having a 24/7 art coach on standby.
Leo Keller
Freelance illustrator
"
I’m no art expert, but it breaks things down so clearly.
Rowan
Content creator
"
My kid painted a blue sun. The AI didn’t judge, and said “Brave choice.” That was lovely!
Sofia
Parent
"
Its analysis is surprisingly close to how my professors critique in studio.
Hana Mori
Art student
"
Tried to see if it’d catch my over-edit. ‘Skin looks fake.’ Alright, AI wins again 😂
Nikki
Photographer
"
Pretty fun, not all praise. It told me the background’s too loud, so I made another one.
Marisa
Graphic designer
"
Whoa, it’s like having a 24/7 art coach on standby.
Leo Keller
Freelance illustrator
"
I’m no art expert, but it breaks things down so clearly.
Rowan
Content creator
"
My kid painted a blue sun. The AI didn’t judge, and said “Brave choice.” That was lovely!
Sofia
Parent
"
Its analysis is surprisingly close to how my professors critique in studio.
Hana Mori
Art student
"
Tried to see if it’d catch my over-edit. ‘Skin looks fake.’ Alright, AI wins again 😂
Nikki
Photographer
"
Pretty fun, not all praise. It told me the background’s too loud, so I made another one.
Marisa
Graphic designer
"
Whoa, it’s like having a 24/7 art coach on standby.
Leo Keller
Freelance illustrator
"
I’m no art expert, but it breaks things down so clearly.
Rowan
Content creator
"
My kid painted a blue sun. The AI didn’t judge, and said “Brave choice.” That was lovely!
Sofia
Parent
"
Its analysis is surprisingly close to how my professors critique in studio.
Hana Mori
Art student
"
Tried to see if it’d catch my over-edit. ‘Skin looks fake.’ Alright, AI wins again 😂
Nikki
Photographer
"
Pretty fun, not all praise. It told me the background’s too loud, so I made another one.
Marisa
Graphic designer
"
Whoa, it’s like having a 24/7 art coach on standby.
Leo Keller
Freelance illustrator
"
I’m no art expert, but it breaks things down so clearly.
Rowan
Content creator
"
My kid painted a blue sun. The AI didn’t judge, and said “Brave choice.” That was lovely!
Sofia
Parent
"
Its analysis is surprisingly close to how my professors critique in studio.
Hana Mori
Art student
"
Tried to see if it’d catch my over-edit. ‘Skin looks fake.’ Alright, AI wins again 😂
Nikki
Photographer
"
Pretty fun, not all praise. It told me the background’s too loud, so I made another one.
Marisa
Graphic designer
"
Whoa, it’s like having a 24/7 art coach on standby.
Leo Keller
Freelance illustrator
"
I’m no art expert, but it breaks things down so clearly.
Rowan
Content creator
"
My kid painted a blue sun. The AI didn’t judge, and said “Brave choice.” That was lovely!
Sofia
Parent
"
Its analysis is surprisingly close to how my professors critique in studio.
Hana Mori
Art student
"
Tried to see if it’d catch my over-edit. ‘Skin looks fake.’ Alright, AI wins again 😂
Nikki
Photographer
"
Pretty fun, not all praise. It told me the background’s too loud, so I made another one.
Marisa
Graphic designer
Behind the scene process
Bridging AI & humans
Bridging AI & humans
While building ArtiMuse’s 8-dimensional framework, I tackled 2 challenges: helping AI learn from experts and helping users understand AI. I worked with art schools and AI teams to translate expert insights into machine-learnable logic and visualize the outcomes for clearer evaluation.
Identifying users’ pain points in AI
Identifying users’ pain points in AI aesthetics
I analyzed user feedback on existing AI aesthetic tools and identified 3 recurring pain points: overly technical language, empty flattering tone, and western-centric bias.
Refine model training
Science-driven model training
ArtiMuse is grounded in a rigorous scientific process, combining curated datasets, expert annotations, and multi-stage model training. I participated in the model training phase, comparing AI’s evaluations across artworks to iterate its aesthetic logic and feedback clarity.
Bridging AI & humans
Bridging AI & humans
While building ArtiMuse’s 8-dimensional framework, I tackled 2 challenges: helping AI learn from experts and helping users understand AI. I worked with art schools and AI teams to translate expert insights into machine-learnable logic and visualize the outcomes for clearer evaluation.
Identifying users’ pain points in AI
Identifying users’ pain points in AI aesthetics
I analyzed user feedback on existing AI aesthetic tools and identified 3 recurring pain points: overly technical language, empty flattering tone, and western-centric bias.
Refine model training
Science-driven model training
ArtiMuse is grounded in a rigorous scientific process, combining curated datasets, expert annotations, and multi-stage model training. I participated in the model training phase, comparing AI’s evaluations across artworks to iterate its aesthetic logic and feedback clarity.
What I learned
My ArtiMuse journey reminded me how science and design enrich one another. Every partner from AI, art, and research worked with rigor and passion to keep the project moving forward. I especially thank my mentor, Yihao Liu, for his constant guidance and support, as well as all the collaborators for their trust and amazing teamwork. Here are my main takeaways:
Bridging science & design
I learned how to let design participate in the construction of data structures, annotation processes, and model logic.
Interdisciplinary integration
Collaborating with art professors, engineers, product researchers taught me to quickly identify core issues across disciplines and turn diverse insights to design strategies.
Humanizing data
Translating algorithmic outputs into perceivable visual and linguistic forms through a design perspective.
Next projects
TikTok Shop · Internship
Nov 2024 - May 2025
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Nov 2024 - May 2025
Synchroni neurotech · Startup
2024 - Present
Synchroni neurotech · Startup
2024 - Present
Behind the scene process
Behind the scene process
Bridging AI & humans
Bridging AI & humans
While building ArtiMuse’s 8-dimensional framework, I tackled 2 challenges: helping AI learn from experts and helping users understand AI. I worked with art schools and AI teams to translate expert insights into machine-learnable logic and visualize the outcomes for clearer evaluation.
Identifying users’ pain points in AI aesthetics
Identifying users’ pain points in AI aesthetics
I analyzed user feedback on existing AI aesthetic tools and identified 3 recurring pain points: overly technical language, empty flattering tone, and western-centric bias.
Refine model training
Science-driven model training
ArtiMuse is grounded in a rigorous scientific process, combining curated datasets, expert annotations, and multi-stage model training. I participated in the model training phase, comparing AI’s evaluations across artworks to iterate its aesthetic logic and feedback clarity.
Bridging AI & humans
Bridging AI & humans
While building ArtiMuse’s 8-dimensional framework, I tackled 2 challenges: helping AI learn from experts and helping users understand AI. I worked with art schools and AI teams to translate expert insights into machine-learnable logic and visualize the outcomes for clearer evaluation.
Identifying users’ pain points in AI
Identifying users’ pain points in AI aesthetics
I analyzed user feedback on existing AI aesthetic tools and identified 3 recurring pain points: overly technical language, empty flattering tone, and western-centric bias.
Refine model training
Science-driven model training
ArtiMuse is grounded in a rigorous scientific process, combining curated datasets, expert annotations, and multi-stage model training. I participated in the model training phase, comparing AI’s evaluations across artworks to iterate its aesthetic logic and feedback clarity.
What I learned
What I learned
My ArtiMuse journey reminded me how science and design enrich one another. Every partner from AI, art, and research worked with rigor and passion to keep the project moving forward. I especially thank my mentor, Yihao Liu, for his constant guidance and support, as well as all the collaborators for their trust and amazing teamwork. Here are my main takeaways:
My ArtiMuse journey reminded me how science and design enrich one another. Every partner from AI, art, and research worked with rigor and passion to keep the project moving forward. I especially thank my mentor, Yihao Liu, for his constant guidance and support, as well as all the collaborators for their trust and amazing teamwork. Here are my main takeaways:
Bridging science & design
Bridging science & design
I learned how to let design participate in the construction of data structures, annotation processes, and model logic.
Interdisciplinary integration
Interdisciplinary integration
Collaborating with art professors, engineers, product researchers taught me to quickly identify core issues across disciplines and turn diverse insights to design strategies.
Humanizing data
Humanizing data
Translating algorithmic outputs into perceivable visual and linguistic forms through a design perspective.
Next projects
Next projects
TikTok Shop · Internship
Nov 2024 - May 2025
TikTok Shop · Internship
Nov 2024 - May 2025
Synchroni neurotech · Startup
2024 - Present
Synchroni neurotech · Startup
2024 - Present