A Singapore-based deep tech startup called SixSense has developed an AI-powered platform that helps semiconductor manufacturers predict and detect potential chip defects on production lines in real time.
It has raised $8.5 million in Series A bringing its total funding to around $12 million. The round was led by Peak XV’s Surge (formerly Sequoia India & SEA), with participation from Alpha Intelligence Capital, FEBE, and others.
Founded in 2018 by engineers Akanksha Jagwani (CTO) and Avni Agarwal (CEO), SixSense aims to address a fundamental challenge in semiconductor manufacturing: converting raw production data, from defect images to equipment signals, into real-time insights that help factories prevent quality issues and improve yield.
Despite the sheer volume of data generated on the fab floor, what stood out to the co-founders was a surprising lack of real-time intelligence.
Akanksha brings a deep understanding of manufacturing, quality control, and software automation through her experience building automation solutions for manufacturers like Hyundai Motors and GE and led product development at startups like Embibe. Agarwal adds technical experience from her time at Visa, where she built large-scale data analytics systems, some of which were later protected as trade secrets. A skilled coder with a strong background in mathematics, she had long been interested in applying AI to traditional industries beyond fintech.
Together, the duo evaluated sectors from aviation to automotive before landing on semiconductors. Despite the semiconductor industry’s reputation for precision, inspection processes remain largely manual and fragmented, Agarwal told TechCrunch. After speaking with more than 50 engineers, it became clear there’s significant room to modernize how quality checks are done, she added.
Fabs today are filled with dashboards, SPC charts, and inline inspection systems, but most only display data without further analysis, Agarwal said. “The burden of using it for decision-making still falls on engineers: [they must] spot patterns, investigate anomalies, and trace root causes. That’s time-consuming, subjective, and doesn’t scale well with increasing process complexity.”
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SixSense provides engineers with early warnings to address potential issues before they escalate with capabilities such as defect detection, root cause analysis, and failure prediction.
SixSense’s platform is also specifically designed to be used by process engineers rather than data scientists, Agarwal said. “Process engineers can fine-tune models using their own fab data, deploy them in under two days, and trust the results — all without writing a single line of code. That’s what makes the platform both powerful and practical.”
The competitive landscape includes in-house engineering teams using tools like Cognex and Halcon, inspection equipment makers integrating AI into their systems, and startups including Landing.ai and Robovision.
SixSense’s AI platform is already in use at major semiconductor manufacturers like GlobalFoundries and JCET, with more than 100 million chips processed to date. Customers have reported up to 30% faster production cycles, a 1-2% boost in yield, and a 90% reduction in manual inspection work, the founders said. The system is compatible with inspection equipment that covers over 60% of the global market.
“Our target customers are large-scale chipmakers — including foundries, outsourced semiconductor assembly and test providers (OSATs), and integrated device manufacturers (IDMs),” Agarwal said. “We’re already working with fabs in Singapore, Malaysia, Taiwan, and Israel, and are now expanding into the U.S.”
Geopolitical tensions, especially between the U.S. and China, are reshaping where chips are made, driving new manufacturing investments across the globe.
“We’re seeing fabs and OSATs expand aggressively in Malaysia, Singapore, Vietnam, India, and the U.S. — and that’s a tailwind for us. Why? Because we’re already based in the region, and many of these new facilities are starting fresh — without legacy systems weighing them down. That makes them far more open to AI-native approaches like ours from day one,” Agarwal told TechCrunch.
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![‘Witch Hat Atelier’ Creator, Coco Star on How the Anime Exceeded Expectations
As far as contemporary anime is concerned, the “big three” fantasy series have finally been christened, thanks to the wondrous arrival of the last in its holy trinity on Crunchyroll: Bug Films’ absolutely magical adaptation of Kamome Shirahama‘s beloved manga, Witch Hat Atelier. At Anime Expo 2026, io9 got to speak with Shirahama and Coco’s Japanese voice actor, Rena Motomura, about how Bug Films utilized its production delay to deliver an adaptation that honored, and occasionally outshone, the artistry of its source material, what keeps the anime community’s newly adopted daughter so optimistic in an insane world, and whether Pointed Cap witches or Brimmed Caps have the best sense of fashion. Kamome Shirahama’s Brushbuddy. © Isaiah Colbert/io9 Isaiah Colbert, io9: During the anime’s delay, Bug Films announced that certain scenes needed additional time and attention, hoping the anime would be as big as The Lord of the Rings for anime fans. What scenes from this season exceeded your expectations?
Rena Motomura: There are so many scenes that exceeded my expectations. But in episode one, at the end, when Coco’s screaming, “Mom,” and then Qifrey takes her up into the sky as the magic is being triggered, they’re skyward and having that moment together—I saw a bit of it in the teaser—but when I saw it in the anime episode, it made me so emotional. I saw exactly how my sensei’s world was being brought to life in anime form, and how the frames were coming together to tell this story. That’s when I knew with great conviction that we were going to have something really special on our hands.
[embed]https://www.youtube.com/watch?v=ZSGVFk9w5qA[/embed] Kamome Shirahama: This was really talked about a lot, but episode five, for me personally, when I saw it, I was super wowed. It made me really feel like I was watching a film in the theater. [embed]https://www.youtube.com/watch?v=E9URbx38AIY[/embed] io9: Shirahama‑sensei, your live‑tweeting during the broadcast has delighted fans—especially when you pose questions about characters as if you didn’t write them. Which aspects of the anime were your favorites to see realized on screen—and for Motomura‑san, which scenes were the most memorable or rewarding for you to record as Coco?
Shirahama: Yeah, for sure. There’s things that you can see in the anime that the manga doesn’t contain—certain elements that make the world more expansive, more brilliant, more rich, and colored. Those are the things I was looking forward to the most. Motomura: For me, it’s the last scene in the dragon maze when Coco has this realization that her actions have put everyone into danger and she’s tearing up, saying, “I’m really sorry that this happened.” Up until that point, she’s been really cheerful. Really sort of outgoing. But then you realize that deep inside her heart, she’s been carrying a lot of this anxiety and worry that’s just piling up. As I was playing the character through the scene, it reminded me of how, through episodes one to three, there must have been a lot of internal thoughts—a lot of anxiety and worry. And that part I empathize with. I started tearing up doing the scene. And even when I look back on it now, I start tearing up. io9: For many, Coco embodies hope and determination, even when the world around her feels overwhelming or insane. How does each of you interpret the way her character maintains that sense of glowing optimism, and what does she represent to you within the story?
Shirahama: Coco’s greatest motivation is her love for magic. Even when she faces situations that are fearful or scary, she knows that’s not all there is to magic. And she knows that there’s hope. And she holds on to that hope as her core belief. And that’s what moves her forward. Motomura: Coco has this enormous admiration for magic. I think as long as she holds on to that admiration, she’ll be able to keep moving forward. In the story, I believe her existence is like the mast of a ship. She is a very certain presence in the story, and deep inside her heart—at her core—she holds on to this admiration for magic that’s going to carry everything forward.
[embed]https://www.youtube.com/watch?v=jA1sPU4F1n4[/embed] io9: This season introduced a variety of intricate, hand-drawn spells. Of the spells featured so far, which one stands out as your personal favorite, and why? Motomura: For me, it’s the very first spell that Coco came up with for herself—the straight arrow that carries her up into the sky in her time of need as she’s flying upwards. I really felt like this spell was an embodiment of her personality. In this moment, she has nothing. She has no skills, no knowledge, nothing. But she has to do something. So she comes up with this spell to help her get out of a tough situation. The name, too, is super cute. I believe Shirahama-sensei named it 空すっ飛び (sorasuttobi/Skysoaring Seal) in Japanese. Shirahama: For me, it’s the spell that Qifrey casts in episode six when they’re trying to have a picnic in the rain, so he creates this bubble where the rain can’t touch them. I’m so jealous because we get a lot of rain in Japan, and I feel like that would be a great spell to have when you have to walk your dog in the rain.
[embed]https://www.youtube.com/watch?v=Yu0qoRHqDt8[/embed] io9: If you had to choose—based on fashion alone, no morals at play—would you see yourselves more as the Pointed Cap witches in Witch Hat Atelier or one of the Brimmed Caps? Motomura: Oh! That’s a very difficult question. But personally, I have a bit of an ambition for the Brimmed Caps because ever since I was a child, I thought those kinds of hats were very cool. And then when I came into the world of Witch Hat Atelier, the fact that they cover their face so they can practice forbidden magic, I was like, “Oh, that is so cool.” I know that, morally speaking, as Coco, it’s a questionable answer. But I really like the Brimmed Caps…just as fashion! Shirahama: (Laughs) I feel like the Brimmed Caps might be more popular in a place like California, where you guys get so much sun. For me, personally, I really like the silhouette of the Pointed Caps, so I prefer those.
Witch Hat Atelier is streaming on Crunchyroll, and season two is in production. io9 is on the ground at Anime Expo 2026. We’ll be bringing you updates on all the biggest panels, screenings, and announcements, plus exclusive one-on-one interviews with the people behind some of the best and most popular anime around. You can check out all of io9’s Anime Expo coverage here. Want more io9 news? Check out when to expect the latest Marvel, Star Wars, and Star Trek releases, what’s next for the DC Universe on film and TV, and everything you need to know about the future of Doctor Who. #Witch #Hat #Atelier #Creator #Coco #Star #Anime #Exceeded #ExpectationsAnime,Anime Expo,Bug Films,Kamome Shirahama,Witch Hat Atelier ‘Witch Hat Atelier’ Creator, Coco Star on How the Anime Exceeded Expectations
As far as contemporary anime is concerned, the “big three” fantasy series have finally been christened, thanks to the wondrous arrival of the last in its holy trinity on Crunchyroll: Bug Films’ absolutely magical adaptation of Kamome Shirahama‘s beloved manga, Witch Hat Atelier. At Anime Expo 2026, io9 got to speak with Shirahama and Coco’s Japanese voice actor, Rena Motomura, about how Bug Films utilized its production delay to deliver an adaptation that honored, and occasionally outshone, the artistry of its source material, what keeps the anime community’s newly adopted daughter so optimistic in an insane world, and whether Pointed Cap witches or Brimmed Caps have the best sense of fashion. Kamome Shirahama’s Brushbuddy. © Isaiah Colbert/io9 Isaiah Colbert, io9: During the anime’s delay, Bug Films announced that certain scenes needed additional time and attention, hoping the anime would be as big as The Lord of the Rings for anime fans. What scenes from this season exceeded your expectations?
Rena Motomura: There are so many scenes that exceeded my expectations. But in episode one, at the end, when Coco’s screaming, “Mom,” and then Qifrey takes her up into the sky as the magic is being triggered, they’re skyward and having that moment together—I saw a bit of it in the teaser—but when I saw it in the anime episode, it made me so emotional. I saw exactly how my sensei’s world was being brought to life in anime form, and how the frames were coming together to tell this story. That’s when I knew with great conviction that we were going to have something really special on our hands.
[embed]https://www.youtube.com/watch?v=ZSGVFk9w5qA[/embed] Kamome Shirahama: This was really talked about a lot, but episode five, for me personally, when I saw it, I was super wowed. It made me really feel like I was watching a film in the theater. [embed]https://www.youtube.com/watch?v=E9URbx38AIY[/embed] io9: Shirahama‑sensei, your live‑tweeting during the broadcast has delighted fans—especially when you pose questions about characters as if you didn’t write them. Which aspects of the anime were your favorites to see realized on screen—and for Motomura‑san, which scenes were the most memorable or rewarding for you to record as Coco?
Shirahama: Yeah, for sure. There’s things that you can see in the anime that the manga doesn’t contain—certain elements that make the world more expansive, more brilliant, more rich, and colored. Those are the things I was looking forward to the most. Motomura: For me, it’s the last scene in the dragon maze when Coco has this realization that her actions have put everyone into danger and she’s tearing up, saying, “I’m really sorry that this happened.” Up until that point, she’s been really cheerful. Really sort of outgoing. But then you realize that deep inside her heart, she’s been carrying a lot of this anxiety and worry that’s just piling up. As I was playing the character through the scene, it reminded me of how, through episodes one to three, there must have been a lot of internal thoughts—a lot of anxiety and worry. And that part I empathize with. I started tearing up doing the scene. And even when I look back on it now, I start tearing up. io9: For many, Coco embodies hope and determination, even when the world around her feels overwhelming or insane. How does each of you interpret the way her character maintains that sense of glowing optimism, and what does she represent to you within the story?
Shirahama: Coco’s greatest motivation is her love for magic. Even when she faces situations that are fearful or scary, she knows that’s not all there is to magic. And she knows that there’s hope. And she holds on to that hope as her core belief. And that’s what moves her forward. Motomura: Coco has this enormous admiration for magic. I think as long as she holds on to that admiration, she’ll be able to keep moving forward. In the story, I believe her existence is like the mast of a ship. She is a very certain presence in the story, and deep inside her heart—at her core—she holds on to this admiration for magic that’s going to carry everything forward.
[embed]https://www.youtube.com/watch?v=jA1sPU4F1n4[/embed] io9: This season introduced a variety of intricate, hand-drawn spells. Of the spells featured so far, which one stands out as your personal favorite, and why? Motomura: For me, it’s the very first spell that Coco came up with for herself—the straight arrow that carries her up into the sky in her time of need as she’s flying upwards. I really felt like this spell was an embodiment of her personality. In this moment, she has nothing. She has no skills, no knowledge, nothing. But she has to do something. So she comes up with this spell to help her get out of a tough situation. The name, too, is super cute. I believe Shirahama-sensei named it 空すっ飛び (sorasuttobi/Skysoaring Seal) in Japanese. Shirahama: For me, it’s the spell that Qifrey casts in episode six when they’re trying to have a picnic in the rain, so he creates this bubble where the rain can’t touch them. I’m so jealous because we get a lot of rain in Japan, and I feel like that would be a great spell to have when you have to walk your dog in the rain.
[embed]https://www.youtube.com/watch?v=Yu0qoRHqDt8[/embed] io9: If you had to choose—based on fashion alone, no morals at play—would you see yourselves more as the Pointed Cap witches in Witch Hat Atelier or one of the Brimmed Caps? Motomura: Oh! That’s a very difficult question. But personally, I have a bit of an ambition for the Brimmed Caps because ever since I was a child, I thought those kinds of hats were very cool. And then when I came into the world of Witch Hat Atelier, the fact that they cover their face so they can practice forbidden magic, I was like, “Oh, that is so cool.” I know that, morally speaking, as Coco, it’s a questionable answer. But I really like the Brimmed Caps…just as fashion! Shirahama: (Laughs) I feel like the Brimmed Caps might be more popular in a place like California, where you guys get so much sun. For me, personally, I really like the silhouette of the Pointed Caps, so I prefer those.
Witch Hat Atelier is streaming on Crunchyroll, and season two is in production. io9 is on the ground at Anime Expo 2026. We’ll be bringing you updates on all the biggest panels, screenings, and announcements, plus exclusive one-on-one interviews with the people behind some of the best and most popular anime around. You can check out all of io9’s Anime Expo coverage here. Want more io9 news? Check out when to expect the latest Marvel, Star Wars, and Star Trek releases, what’s next for the DC Universe on film and TV, and everything you need to know about the future of Doctor Who. #Witch #Hat #Atelier #Creator #Coco #Star #Anime #Exceeded #ExpectationsAnime,Anime Expo,Bug Films,Kamome Shirahama,Witch Hat Atelier](https://gizmodo.com/app/uploads/2026/07/kamome-shirahama-witch-hat-atelier.jpg)
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