There’s been great interest in what Mira Murati’s Thinking Machines Lab is building with its $2 billion in seed funding and the all-star team of former OpenAI researchers who have joined the lab. In a blog post published on Wednesday, Murati’s research lab gave the world its first look into one of its projects: creating AI models with reproducible responses.
The research blog post, titled “Defeating Nondeterminism in LLM Inference,” tries to unpack the root cause of what introduces randomness in AI model responses. For example, ask ChatGPT the same question a few times over, and you’re likely to get a wide range of answers. This has largely been accepted in the AI community as a fact — today’s AI models are considered to be non-deterministic systems— but Thinking Machines Lab sees this as a solvable problem.
The post, authored by Thinking Machines Lab researcher Horace He, argues that the root cause of AI models’ randomness is the way GPU kernels — the small programs that run inside of Nvidia’s computer chips — are stitched together in inference processing (everything that happens after you press enter in ChatGPT). He suggests that by carefully controlling this layer of orchestration, it’s possible to make AI models more deterministic.
Beyond creating more reliable responses for enterprises and scientists, He notes that getting AI models to generate reproducible responses could also improve reinforcement learning (RL) training. RL is the process of rewarding AI models for correct answers, but if the answers are all slightly different, then the data gets a bit noisy. Creating more consistent AI model responses could make the whole RL process “smoother,” according to He. Thinking Machines Lab has told investors that it plans to use RL to customize AI models for businesses, The Information previously reported.
Murati, OpenAI’s former chief technology officer, said in July that Thinking Machines Lab’s first product will be unveiled in the coming months, and that it will be “useful for researchers and startups developing custom models.” It’s still unclear what that product is, or whether it will use techniques from this research to generate more reproducible responses.
Thinking Machines Lab has also said that it plans to frequently publish blog posts, code, and other information about its research in an effort to “benefit the public, but also improve our own research culture.” This post, the first in the company’s new blog series called “Connectionism,” seems to be part of that effort. OpenAI also made a commitment to open research when it was founded, but the company has become more closed off as it’s become larger. We’ll see if Murati’s research lab stays true to this claim.
The research blog offers a rare glimpse inside one of Silicon Valley’s most secretive AI startups. While it doesn’t exactly reveal where the technology is going, it indicates that Thinking Machines Lab is tackling some of the largest question on the frontier of AI research. The real test is whether Thinking Machines Lab can solve these problems, and make products around its research to justify its $12 billion valuation.
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![‘Millennium Actress’ Will Always Be My Favorite Satoshi Kon Film
Director Guillermo del Toro once compared watching a movie for the first time to going on a blind date. The first date is flirtatious with promise; the second go-around is the proper date. By the time you rewatch a movie three or four more times, you’ve graduated to marriage. In all my years watching anime for work and leisure, there’s no film I’ve felt married to as much as I do toward Satoshi Kon’s finest film, Millennium Actress. Unlike Kon’s showier film, which pushes animation to the forefront with adult themes by front-loading its opening moments with dreamlike imagery that provokes you into unease and awe-struck wonder, Millennium Actress‘ brand of phantasmal imagery doesn’t flourish in magical realism, horror, or yuletide merriment. Millennium Actress blossoms in the hazy-bright subjectivity and romanticization of memory. Namely, the memory of former showbiz actress Chiyoko Fujiwara (JP: Fumiko Orikasa, Mami Koyama; EN: Abby Trott, Erin Yvette, Cindy Robinson). When a reporter and his cameraman make a pilgrimage to Chiyoko’s home for an interview recounting her career, they wind up traveling through her memories and films. Chiyoko regales her guests, reminiscing about being a child during World War II, the mysterious man she helped flee from police officers, the promise they made to each other, and how his sudden disappearance led her to pursue stardom in cinema. Her hope was that she’d be so successful they’d have no choice but to reunite someday by the sheer gravitational force of her star power—if he’s even still alive. With her storied career behind her, Chiyoko’s life is spent longing forever and a day for a reunion that may never come.
[embed]https://www.youtube.com/watch?v=mWGRmtTUkvg[/embed] While the surface-level intrigue of a journalist interviewing a subject isn’t lost on me, given my vocation, the 2001 film feels like my personal cinematic Amigara fault; what perpetually strikes me about Kon’s film is how it takes its otherwise pleasantly banal story on the page and breathes vibrant life into it through artistry the likes of which the anime industry may never see again. Kon’s blocking and camera work have already been praised to death, and rightfully so, as the stuff film students study to understand scene setting, and Studio Madhouse’s creative efforts with Millennium Actress are no exception. What gets me invigorated about Millennium Actress whenever the film crosses my mind in my day-to-day is how it plays with memory as an active, living tapestry over the static, absolute depictions of it I’ve encountered in other media.
As Chiyoko recounts the chapters of her life—her humble beginnings in film, the trials and tribulations she faced to become a household name for a time—her audience in both viewers and the journalists who’re guests in her home are struck with the poignant sense that her life is one of pyrrhic victories. No matter how big she got, the goalpost was to be big enough that her assumed paramour would find her from her own clout, and they’d reunite in the most saccharine way imaginable; it never manifests as the reward at the end of her hard-earned journey—a journey that rivals the millennia her visage graces immortalized in celluloid. It’s Sisyphean, and the pain of being trapped recounting her trek up to this point feels less like a trip down memory lane and more like a prison behind the guardrails of her all-encompassing dissatisfactions. © Madhouse/GKIDS/HBO Max Then something magical happens. In the way memory isn’t us replaying events exactly as they occurred but reconstructing them from our own fallibly human recountenances, Chiyoko breaks free from the script of her own memory, transforming it into a lucid dream where her agency is superimposed over the roles she played, giving her the power to pursue the man she spent years waiting for. This, in turn, transports both the journalists and audiences into the fabric of the fantastical roles she’s played, referencing a pastiche of real-life cinema, including Akira Kurosawa’s Throne of Blood, Ishirō Honda’s Godzilla, and Stanley Kubrick’s 2001: A Space Odyssey, as Chiyoko flips the script on the very fabric of her life’s narrative to arrive at her truth.
Along that journey, Kon weaves a stirring, imaginative, sobering tale integrating the universal pang of life, life’s regrets, and what we make of what’s left when we approach our final curtain calls, looking back on the journey we faced to get to our final destination. And the answer Chiyoko arrives at as the film bookends itself, as she’s sat in the cockpit of a space rocket set for the stars, is etched in my soul forever. I treasure Millennium Actress so much that I nearly went into orbit myself when I interviewed Lady Snowblood actress Meiko Kaji during a Japan Society retrospective event earlier this year celebrating her 60-year career. It took nearly every fiber of my being to maintain my cool as my prepped questions for our Zoom interview made me realize I was put smack dab in the same scenario as Millennium Actress‘ journalists. Like them, I was interviewing and guffawing at the answers I received, which landed beyond the scope of what I could’ve ever hoped for from an actress whom I had the awesome responsibility to encapsulate a career that doubled my own lifetime. Like Chiyoko, Meiko never intended to be an actress at all. But through stubborn determination woven within the woman behind the character actress, she made a way out of no way. That shit means something to me, man. [embed]https://www.youtube.com/watch?v=wfnRYdTpzbs[/embed] Whether it’s Wong Kar-wai, Studio Ghibli, or the late-great dreamscape auteur, Satoshi Kon, everyone’s got their favorites from an eclectic creative’s body of work. Sometimes those favorites coincide with their indelible effects on both pop culture and their status as poster children for their visual ethos—your In the Mood for Love, Spirited Away, and Perfect Blue.
But my favorites of the bunch tend to be those with middle-child syndrome in their remarkable films. I’m enamored of how Kar-wai reverse-engineered the quantum Zeno effect of doomed romance and yearning in Happy Together; how Studio Ghibli told a timeless tale of environmentalism against industry and love caught in the crossfire in Princess Mononoke. But most of all, I’m moved by Kon’s beautiful tale of an actress reminiscing over her years spent hounding after an unattainable goal not to reach it, but for the thrill of the chase. Millennium Actress is streaming on HBO Max. 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. #Millennium #Actress #Favorite #Satoshi #Kon #FilmAnime,GKids,Madhouse,Millennium Actress,Satoshi Kon ‘Millennium Actress’ Will Always Be My Favorite Satoshi Kon Film
Director Guillermo del Toro once compared watching a movie for the first time to going on a blind date. The first date is flirtatious with promise; the second go-around is the proper date. By the time you rewatch a movie three or four more times, you’ve graduated to marriage. In all my years watching anime for work and leisure, there’s no film I’ve felt married to as much as I do toward Satoshi Kon’s finest film, Millennium Actress. Unlike Kon’s showier film, which pushes animation to the forefront with adult themes by front-loading its opening moments with dreamlike imagery that provokes you into unease and awe-struck wonder, Millennium Actress‘ brand of phantasmal imagery doesn’t flourish in magical realism, horror, or yuletide merriment. Millennium Actress blossoms in the hazy-bright subjectivity and romanticization of memory. Namely, the memory of former showbiz actress Chiyoko Fujiwara (JP: Fumiko Orikasa, Mami Koyama; EN: Abby Trott, Erin Yvette, Cindy Robinson). When a reporter and his cameraman make a pilgrimage to Chiyoko’s home for an interview recounting her career, they wind up traveling through her memories and films. Chiyoko regales her guests, reminiscing about being a child during World War II, the mysterious man she helped flee from police officers, the promise they made to each other, and how his sudden disappearance led her to pursue stardom in cinema. Her hope was that she’d be so successful they’d have no choice but to reunite someday by the sheer gravitational force of her star power—if he’s even still alive. With her storied career behind her, Chiyoko’s life is spent longing forever and a day for a reunion that may never come.
[embed]https://www.youtube.com/watch?v=mWGRmtTUkvg[/embed] While the surface-level intrigue of a journalist interviewing a subject isn’t lost on me, given my vocation, the 2001 film feels like my personal cinematic Amigara fault; what perpetually strikes me about Kon’s film is how it takes its otherwise pleasantly banal story on the page and breathes vibrant life into it through artistry the likes of which the anime industry may never see again. Kon’s blocking and camera work have already been praised to death, and rightfully so, as the stuff film students study to understand scene setting, and Studio Madhouse’s creative efforts with Millennium Actress are no exception. What gets me invigorated about Millennium Actress whenever the film crosses my mind in my day-to-day is how it plays with memory as an active, living tapestry over the static, absolute depictions of it I’ve encountered in other media.
As Chiyoko recounts the chapters of her life—her humble beginnings in film, the trials and tribulations she faced to become a household name for a time—her audience in both viewers and the journalists who’re guests in her home are struck with the poignant sense that her life is one of pyrrhic victories. No matter how big she got, the goalpost was to be big enough that her assumed paramour would find her from her own clout, and they’d reunite in the most saccharine way imaginable; it never manifests as the reward at the end of her hard-earned journey—a journey that rivals the millennia her visage graces immortalized in celluloid. It’s Sisyphean, and the pain of being trapped recounting her trek up to this point feels less like a trip down memory lane and more like a prison behind the guardrails of her all-encompassing dissatisfactions. © Madhouse/GKIDS/HBO Max Then something magical happens. In the way memory isn’t us replaying events exactly as they occurred but reconstructing them from our own fallibly human recountenances, Chiyoko breaks free from the script of her own memory, transforming it into a lucid dream where her agency is superimposed over the roles she played, giving her the power to pursue the man she spent years waiting for. This, in turn, transports both the journalists and audiences into the fabric of the fantastical roles she’s played, referencing a pastiche of real-life cinema, including Akira Kurosawa’s Throne of Blood, Ishirō Honda’s Godzilla, and Stanley Kubrick’s 2001: A Space Odyssey, as Chiyoko flips the script on the very fabric of her life’s narrative to arrive at her truth.
Along that journey, Kon weaves a stirring, imaginative, sobering tale integrating the universal pang of life, life’s regrets, and what we make of what’s left when we approach our final curtain calls, looking back on the journey we faced to get to our final destination. And the answer Chiyoko arrives at as the film bookends itself, as she’s sat in the cockpit of a space rocket set for the stars, is etched in my soul forever. I treasure Millennium Actress so much that I nearly went into orbit myself when I interviewed Lady Snowblood actress Meiko Kaji during a Japan Society retrospective event earlier this year celebrating her 60-year career. It took nearly every fiber of my being to maintain my cool as my prepped questions for our Zoom interview made me realize I was put smack dab in the same scenario as Millennium Actress‘ journalists. Like them, I was interviewing and guffawing at the answers I received, which landed beyond the scope of what I could’ve ever hoped for from an actress whom I had the awesome responsibility to encapsulate a career that doubled my own lifetime. Like Chiyoko, Meiko never intended to be an actress at all. But through stubborn determination woven within the woman behind the character actress, she made a way out of no way. That shit means something to me, man. [embed]https://www.youtube.com/watch?v=wfnRYdTpzbs[/embed] Whether it’s Wong Kar-wai, Studio Ghibli, or the late-great dreamscape auteur, Satoshi Kon, everyone’s got their favorites from an eclectic creative’s body of work. Sometimes those favorites coincide with their indelible effects on both pop culture and their status as poster children for their visual ethos—your In the Mood for Love, Spirited Away, and Perfect Blue.
But my favorites of the bunch tend to be those with middle-child syndrome in their remarkable films. I’m enamored of how Kar-wai reverse-engineered the quantum Zeno effect of doomed romance and yearning in Happy Together; how Studio Ghibli told a timeless tale of environmentalism against industry and love caught in the crossfire in Princess Mononoke. But most of all, I’m moved by Kon’s beautiful tale of an actress reminiscing over her years spent hounding after an unattainable goal not to reach it, but for the thrill of the chase. Millennium Actress is streaming on HBO Max. 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. #Millennium #Actress #Favorite #Satoshi #Kon #FilmAnime,GKids,Madhouse,Millennium Actress,Satoshi Kon](https://gizmodo.com/app/uploads/2026/07/Millennium-Actress.jpg)
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