I can’t help rooting for tiny open source AI model maker Arcee | TechCrunch
Arcee, a tiny 26-person U.S. startup that built a massive, 400B-parameter open source LLM on a $20 million shoestring budget, has released its new reasoning model. Arcee calls the model Trinity Large Thinking — and it’s the most capable open-weight model “ever released by a non-Chinese company,” claims CEO Mark McQuade to TechCrunch.
As that comment implies, Arcee has a goal that I can’t help but root for: It wants to give U.S. and Western companies a model that gives them no reason to use a Chinese-based one.
While Chinese models are extremely capable, they are perceived as risky, putting power, and perhaps data, into the hands of a government that doesn’t share all of the Western world’s ideals.
With Arcee, companies can download the model, train it to their own needs, and use it on premises. Companies can also use Arcee’s cloud-hosted version, accessible via API.
While Arcee’s models are not outperforming the closed source models from the big labs like Anthropic or OpenAI, they’re not being held hostage by the whims of those giants, either.
For instance, Claude, with its exceptional abilities to code, has been a popular choice for users of open source AI agent tool OpenClaw. But Anthropic pulled the rug out from them last week when it told users that their Anthropic subscriptions will no longer cover OpenClaw usage — they will have to pay additionally for that. (In February, OpenClaw creator Peter Steinberger said he was joining Anthropic’s biggest rival, OpenAI.)
In contrast, McQuade proudly points to data from OpenRouter that says it has become one of the top models used with OpenClaw.
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San Francisco, CA|October 13-15, 2026
So, how good is Trinity Large Thinking? It is comparable to some of the other top open source models, according to the benchmark results it shared with TechCrunch.
Arcee Trinity large thinking BenchmarksImage Credits:Arcee / Arcee
As we previously reported, it is not a head-to-head threat to the big cheese among U.S.-built open models: Meta’s Llama 4. But it also doesn’t have the odd, not-really open source license issues of Meta’s model. All of Arcee’s Trinity models are released under the gold standard for OS licenses, Apache 2.0.
Just to be clear, there are also countless other U.S. startups offering open source models and, as a fan of the ingenuity of startups, I’m rooting for them, too.
Arcee, a tiny 26-person U.S. startup that built a massive, 400B-parameter open source LLM on a $20 million shoestring budget, has released its new reasoning model. Arcee calls the model Trinity Large Thinking — and it’s the most capable open-weight model “ever released by a non-Chinese company,” claims CEO Mark McQuade to TechCrunch.
As that comment implies, Arcee has a goal that I can’t help but root for: It wants to give U.S. and Western companies a model that gives them no reason to use a Chinese-based one.
While Chinese models are extremely capable, they are perceived as risky, putting power, and perhaps data, into the hands of a government that doesn’t share all of the Western world’s ideals.
With Arcee, companies can download the model, train it to their own needs, and use it on premises. Companies can also use Arcee’s cloud-hosted version, accessible via API.
While Arcee’s models are not outperforming the closed source models from the big labs like Anthropic or OpenAI, they’re not being held hostage by the whims of those giants, either.
For instance, Claude, with its exceptional abilities to code, has been a popular choice for users of open source AI agent tool OpenClaw. But Anthropic pulled the rug out from them last week when it told users that their Anthropic subscriptions will no longer cover OpenClaw usage — they will have to pay additionally for that. (In February, OpenClaw creator Peter Steinberger said he was joining Anthropic’s biggest rival, OpenAI.)
In contrast, McQuade proudly points to data from OpenRouter that says it has become one of the top models used with OpenClaw.
Techcrunch event
San Francisco, CA | October 13-15, 2026
So, how good is Trinity Large Thinking? It is comparable to some of the other top open source models, according to the benchmark results it shared with TechCrunch.
Arcee Trinity large thinking BenchmarksImage Credits:Arcee / Arcee
As we previously reported, it is not a head-to-head threat to the big cheese among U.S.-built open models: Meta’s Llama 4. But it also doesn’t have the odd, not-really open source license issues of Meta’s model. All of Arcee’s Trinity models are released under the gold standard for OS licenses, Apache 2.0.
Just to be clear, there are also countless other U.S. startups offering open source models and, as a fan of the ingenuity of startups, I’m rooting for them, too.
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#rooting #tiny #open #source #model #maker #Arcee #TechCrunch
Flock Safety’s automatic license plate reader cameras have become targets of public ire and, increasingly, vandalism, with people stealing or destroying them in the dead of night. The company at one point had a plan to keep its eyes open in a way that would be harder to detect, according to 404 Media: by equipping dashcams on rideshare and delivery vehicles with the ability to scan plates while on the road.
In a pitch presentation apparently prepared for the Georgia Office of the Attorney General, Flock reportedly talked up a planned partnership with Nexar, a popular dashcam manufacturer. The theoretical deal would have used Nexar’s network of cameras to scan vehicle plates as drivers went about their business. Flock apparently suggested that it would create a network of more than 350,000 Uber, Lyft, and other delivery service drivers who would all serve as eyes for the company.
Flock’s partnership with Nexar never came to fruition. But the fact that it failed doesn’t really minimize the concern that the company tried to make it happen. Importantly, it’s not clear that drivers would have been made aware of the fact that their camera was serving as a snitch or not—it’s possible the scans would have taken place without any obvious indication that what was being captured on their dashcam was being shared with Flock—and presumably with law enforcement.
Gizmodo reached out to Flock for additional information but did not receive a response at the time of publication.
Nexar is already engaged in a pretty massive project of collecting data from its drivers. The company claims to anonymize data collected from its dashcams and sells it to third parties and publishes a fully user-generated, real-time map called CityStream. Whether drivers are aware of the fact that they are contributing to this or not is unclear—per 404 Media, in some jurisdictions, users are automatically contributing their data to CityStream and have to opt out of sharing.
Flock also isn’t the only company to apparently think up the idea of turning vehicles into mobile surveillance for “safety” purposes. Earlier this year, a company called BusPatrol—which uses cameras on school buses to identify people who blow past the “Stop” sign arm deployed—came under fire when it was revealed that it was planning to let law enforcement use those cameras to scan license plates. Given the abuses that law enforcement across the country have already committed with access to Flock cameras, seems the last thing they need is more camera angles to sift through.
Flock Safety’s automatic license plate reader cameras have become targets of public ire and, increasingly, vandalism, with people stealing or destroying them in the dead of night. The company at one point had a plan to keep its eyes open in a way that would be harder to detect, according to 404 Media: by equipping dashcams on rideshare and delivery vehicles with the ability to scan plates while on the road.
In a pitch presentation apparently prepared for the Georgia Office of the Attorney General, Flock reportedly talked up a planned partnership with Nexar, a popular dashcam manufacturer. The theoretical deal would have used Nexar’s network of cameras to scan vehicle plates as drivers went about their business. Flock apparently suggested that it would create a network of more than 350,000 Uber, Lyft, and other delivery service drivers who would all serve as eyes for the company.
Flock’s partnership with Nexar never came to fruition. But the fact that it failed doesn’t really minimize the concern that the company tried to make it happen. Importantly, it’s not clear that drivers would have been made aware of the fact that their camera was serving as a snitch or not—it’s possible the scans would have taken place without any obvious indication that what was being captured on their dashcam was being shared with Flock—and presumably with law enforcement.
Gizmodo reached out to Flock for additional information but did not receive a response at the time of publication.
Nexar is already engaged in a pretty massive project of collecting data from its drivers. The company claims to anonymize data collected from its dashcams and sells it to third parties and publishes a fully user-generated, real-time map called CityStream. Whether drivers are aware of the fact that they are contributing to this or not is unclear—per 404 Media, in some jurisdictions, users are automatically contributing their data to CityStream and have to opt out of sharing.
Flock also isn’t the only company to apparently think up the idea of turning vehicles into mobile surveillance for “safety” purposes. Earlier this year, a company called BusPatrol—which uses cameras on school buses to identify people who blow past the “Stop” sign arm deployed—came under fire when it was revealed that it was planning to let law enforcement use those cameras to scan license plates. Given the abuses that law enforcement across the country have already committed with access to Flock cameras, seems the last thing they need is more camera angles to sift through.
#Flock #Reportedly #Turn #Uber #Drivers #Mobile #Snitchesartifical intelligence,Dashcams,flock,Flock Safety,license plate readers,Lyft,Uber">Flock Reportedly Tried to Turn Uber Drivers Into Mobile Snitches
Flock Safety’s automatic license plate reader cameras have become targets of public ire and, increasingly, vandalism, with people stealing or destroying them in the dead of night. The company at one point had a plan to keep its eyes open in a way that would be harder to detect, according to 404 Media: by equipping dashcams on rideshare and delivery vehicles with the ability to scan plates while on the road.
In a pitch presentation apparently prepared for the Georgia Office of the Attorney General, Flock reportedly talked up a planned partnership with Nexar, a popular dashcam manufacturer. The theoretical deal would have used Nexar’s network of cameras to scan vehicle plates as drivers went about their business. Flock apparently suggested that it would create a network of more than 350,000 Uber, Lyft, and other delivery service drivers who would all serve as eyes for the company.
Flock’s partnership with Nexar never came to fruition. But the fact that it failed doesn’t really minimize the concern that the company tried to make it happen. Importantly, it’s not clear that drivers would have been made aware of the fact that their camera was serving as a snitch or not—it’s possible the scans would have taken place without any obvious indication that what was being captured on their dashcam was being shared with Flock—and presumably with law enforcement.
Gizmodo reached out to Flock for additional information but did not receive a response at the time of publication.
Nexar is already engaged in a pretty massive project of collecting data from its drivers. The company claims to anonymize data collected from its dashcams and sells it to third parties and publishes a fully user-generated, real-time map called CityStream. Whether drivers are aware of the fact that they are contributing to this or not is unclear—per 404 Media, in some jurisdictions, users are automatically contributing their data to CityStream and have to opt out of sharing.
Flock also isn’t the only company to apparently think up the idea of turning vehicles into mobile surveillance for “safety” purposes. Earlier this year, a company called BusPatrol—which uses cameras on school buses to identify people who blow past the “Stop” sign arm deployed—came under fire when it was revealed that it was planning to let law enforcement use those cameras to scan license plates. Given the abuses that law enforcement across the country have already committed with access to Flock cameras, seems the last thing they need is more camera angles to sift through.
Late last month, Zhuge, who is in her late twenties, interviewed Christopher Nolan, one of the most influential directors in Hollywood, who was in Beijing promoting The Odyssey. Rather than asking about celebrities or Hollywood, Zhuge posed a series of deeply philosophical questions to Nolan about the Christianization of Greek philosophy and how to portray heroes in films. The first thing she asked: “Are you a bard for a civilization at dusk?”
Nolan was visibly impressed by Zhuge. After the interview was published in China, Geoff Keighley, a video game journalist and the son of Nolan’s longtime friend David Keighley, shared the interview on X, calling it “a great listen.” Keighley’s video has been watched over 18 million times, and when Zhuge later posted the interview on her own X account, it racked up another 6.9 million views.
For the first time, Zhuge had become the main character of the English-speaking internet. She was being praised, mocked, criticized, and defended all at the same time. Many people said it was the best interview Nolan has done for The Odyssey, while the National Review called it a “CCP hostage video.” But everyone ultimately wanted to know the same thing: Who was this young Chinese woman with a bob haircut talking about the decline of civilizations?
While almost no one in the West knows her name, Zhuge is already one of the most prominent young intellectuals in China and has been interviewed by many of the country’s cultural elite. She was featured in Vogue China as an example of a successful woman in her twenties and frequently shares yoga and fitness tips to her 360,000 fans on the Chinese social media platform Xiaohongshu.
When I spoke to Zhuge this week, she framed her success as being born out of personal tragedy. “I was going through an adulterous divorce in which my ex-husband sued me and I accumulated a lot of legal debt,” she says. “I felt discouraged in the English-speaking academia because of certain personal experiences related to that personal tragedy, so I turned my attention back to the Chinese-speaking world to build a career there and pay off my debt.”
When I started digging into Zhuge’s career, I was shocked by her level of productivity. Aside from publishing philosophy translations and writing articles for Chinese media outlets, she has recorded more than 360 episodes of her podcast Monologues of a Committed Observer in just the last three years. That’s an average of one new episode every three days. Most of the time, she just monologues about political science concepts for a half an hour, seemingly unscripted. On XiaoyuzhouFM, the most popular podcast streaming platform in China, she has over 940,000 subscribers.
But despite her prolific posting, Zhuge claims she isn’t interested in being famous. “I have no attachment to fame and no desire to preserve it for its own sake,” she tells me. “What I want is enough freedom and time to build a life centered on thought. That life requires some money, but not very much.”
View From America
When Zhuge asked Nolan if he saw himself as “a bard for a civilization at dusk,” she says she didn’t have a particular civilization in mind.
She views the question instead as part of the long philosophical tradition of pondering the demise of value systems. “I was not primarily attempting to issue a verdict on the contemporary United States,” she says, but “people are free to interpret the phrase through current debates about American or Western decline.”
#Chinese #Philosopher #Americans #Stop #Fightingmade in china,china,christopher nolan,movies,interviews,hollywood,philosophy">
Late last month, Zhuge, who is in her late twenties, interviewed Christopher Nolan, one of the most influential directors in Hollywood, who was in Beijing promoting The Odyssey. Rather than asking about celebrities or Hollywood, Zhuge posed a series of deeply philosophical questions to Nolan about the Christianization of Greek philosophy and how to portray heroes in films. The first thing she asked: “Are you a bard for a civilization at dusk?”
Nolan was visibly impressed by Zhuge. After the interview was published in China, Geoff Keighley, a video game journalist and the son of Nolan’s longtime friend David Keighley, shared the interview on X, calling it “a great listen.” Keighley’s video has been watched over 18 million times, and when Zhuge later posted the interview on her own X account, it racked up another 6.9 million views.
For the first time, Zhuge had become the main character of the English-speaking internet. She was being praised, mocked, criticized, and defended all at the same time. Many people said it was the best interview Nolan has done for The Odyssey, while the National Review called it a “CCP hostage video.” But everyone ultimately wanted to know the same thing: Who was this young Chinese woman with a bob haircut talking about the decline of civilizations?
While almost no one in the West knows her name, Zhuge is already one of the most prominent young intellectuals in China and has been interviewed by many of the country’s cultural elite. She was featured in Vogue China as an example of a successful woman in her twenties and frequently shares yoga and fitness tips to her 360,000 fans on the Chinese social media platform Xiaohongshu.
When I spoke to Zhuge this week, she framed her success as being born out of personal tragedy. “I was going through an adulterous divorce in which my ex-husband sued me and I accumulated a lot of legal debt,” she says. “I felt discouraged in the English-speaking academia because of certain personal experiences related to that personal tragedy, so I turned my attention back to the Chinese-speaking world to build a career there and pay off my debt.”
When I started digging into Zhuge’s career, I was shocked by her level of productivity. Aside from publishing philosophy translations and writing articles for Chinese media outlets, she has recorded more than 360 episodes of her podcast Monologues of a Committed Observer in just the last three years. That’s an average of one new episode every three days. Most of the time, she just monologues about political science concepts for a half an hour, seemingly unscripted. On XiaoyuzhouFM, the most popular podcast streaming platform in China, she has over 940,000 subscribers.
But despite her prolific posting, Zhuge claims she isn’t interested in being famous. “I have no attachment to fame and no desire to preserve it for its own sake,” she tells me. “What I want is enough freedom and time to build a life centered on thought. That life requires some money, but not very much.”
View From America
When Zhuge asked Nolan if he saw himself as “a bard for a civilization at dusk,” she says she didn’t have a particular civilization in mind.
She views the question instead as part of the long philosophical tradition of pondering the demise of value systems. “I was not primarily attempting to issue a verdict on the contemporary United States,” she says, but “people are free to interpret the phrase through current debates about American or Western decline.”
#Chinese #Philosopher #Americans #Stop #Fightingmade in china,china,christopher nolan,movies,interviews,hollywood,philosophy">The Chinese Philosopher Americans Can’t Stop Fighting About
Yiyang Zhuge learned last week that when you go extremely viral, the people you have been following for years suddenly start following you back. Zhuge logged onto X and found that a string of famous professors and scholars were in her list of new followers. A PhD candidate in political philosophy at Boston College, Zhuge had previously only lurked on X to keep up with the latest debates and gossip in academia. The vast majority of her social media activity happens on the Chinese internet, where she goes by the alias Zhong Shu and hosts a popular podcast with hundreds of thousands of loyal listeners.
Late last month, Zhuge, who is in her late twenties, interviewed Christopher Nolan, one of the most influential directors in Hollywood, who was in Beijing promoting The Odyssey. Rather than asking about celebrities or Hollywood, Zhuge posed a series of deeply philosophical questions to Nolan about the Christianization of Greek philosophy and how to portray heroes in films. The first thing she asked: “Are you a bard for a civilization at dusk?”
Nolan was visibly impressed by Zhuge. After the interview was published in China, Geoff Keighley, a video game journalist and the son of Nolan’s longtime friend David Keighley, shared the interview on X, calling it “a great listen.” Keighley’s video has been watched over 18 million times, and when Zhuge later posted the interview on her own X account, it racked up another 6.9 million views.
For the first time, Zhuge had become the main character of the English-speaking internet. She was being praised, mocked, criticized, and defended all at the same time. Many people said it was the best interview Nolan has done for The Odyssey, while the National Review called it a “CCP hostage video.” But everyone ultimately wanted to know the same thing: Who was this young Chinese woman with a bob haircut talking about the decline of civilizations?
While almost no one in the West knows her name, Zhuge is already one of the most prominent young intellectuals in China and has been interviewed by many of the country’s cultural elite. She was featured in Vogue China as an example of a successful woman in her twenties and frequently shares yoga and fitness tips to her 360,000 fans on the Chinese social media platform Xiaohongshu.
When I spoke to Zhuge this week, she framed her success as being born out of personal tragedy. “I was going through an adulterous divorce in which my ex-husband sued me and I accumulated a lot of legal debt,” she says. “I felt discouraged in the English-speaking academia because of certain personal experiences related to that personal tragedy, so I turned my attention back to the Chinese-speaking world to build a career there and pay off my debt.”
When I started digging into Zhuge’s career, I was shocked by her level of productivity. Aside from publishing philosophy translations and writing articles for Chinese media outlets, she has recorded more than 360 episodes of her podcast Monologues of a Committed Observer in just the last three years. That’s an average of one new episode every three days. Most of the time, she just monologues about political science concepts for a half an hour, seemingly unscripted. On XiaoyuzhouFM, the most popular podcast streaming platform in China, she has over 940,000 subscribers.
But despite her prolific posting, Zhuge claims she isn’t interested in being famous. “I have no attachment to fame and no desire to preserve it for its own sake,” she tells me. “What I want is enough freedom and time to build a life centered on thought. That life requires some money, but not very much.”
View From America
When Zhuge asked Nolan if he saw himself as “a bard for a civilization at dusk,” she says she didn’t have a particular civilization in mind.
She views the question instead as part of the long philosophical tradition of pondering the demise of value systems. “I was not primarily attempting to issue a verdict on the contemporary United States,” she says, but “people are free to interpret the phrase through current debates about American or Western decline.”
#Chinese #Philosopher #Americans #Stop #Fightingmade in china,china,christopher nolan,movies,interviews,hollywood,philosophy
The internet’s home page is constantly undergoing little changes here and there, but as Engadget reported, there’s reason to believe Old Reddit might not be long for this world in its current state.
The legacy version of the message board website, which some users prefer to the modern interface, will see unspecified “changes” over time, according to an official blog post. The idea is to combat AI scraping, which has been rampant on Reddit over the last few years.
Reddit has already made some changes to Old Reddit in this regard, as you currently can’t use Old Reddit without being logged into a real account.
One Reddit admin admitted recently that the company “can’t promise it will be around forever.” However, that doesn’t necessarily mean a total shutdown; CEO Steve Huffman also recently said Reddit is looking into limiting access or rebuilding it with modern tech rather than getting rid of it wholesale.
So, not only is AI making everything more expensive, but it’s also making it harder for older websites to exist. At a certain point, one has to wonder if it’s all worth it.
The internet’s home page is constantly undergoing little changes here and there, but as Engadget reported, there’s reason to believe Old Reddit might not be long for this world in its current state.
The legacy version of the message board website, which some users prefer to the modern interface, will see unspecified “changes” over time, according to an official blog post. The idea is to combat AI scraping, which has been rampant on Reddit over the last few years.
Reddit has already made some changes to Old Reddit in this regard, as you currently can’t use Old Reddit without being logged into a real account.
One Reddit admin admitted recently that the company “can’t promise it will be around forever.” However, that doesn’t necessarily mean a total shutdown; CEO Steve Huffman also recently said Reddit is looking into limiting access or rebuilding it with modern tech rather than getting rid of it wholesale.
So, not only is AI making everything more expensive, but it’s also making it harder for older websites to exist. At a certain point, one has to wonder if it’s all worth it.
The internet’s home page is constantly undergoing little changes here and there, but as Engadget reported, there’s reason to believe Old Reddit might not be long for this world in its current state.
The legacy version of the message board website, which some users prefer to the modern interface, will see unspecified “changes” over time, according to an official blog post. The idea is to combat AI scraping, which has been rampant on Reddit over the last few years.
Reddit has already made some changes to Old Reddit in this regard, as you currently can’t use Old Reddit without being logged into a real account.
One Reddit admin admitted recently that the company “can’t promise it will be around forever.” However, that doesn’t necessarily mean a total shutdown; CEO Steve Huffman also recently said Reddit is looking into limiting access or rebuilding it with modern tech rather than getting rid of it wholesale.
So, not only is AI making everything more expensive, but it’s also making it harder for older websites to exist. At a certain point, one has to wonder if it’s all worth it.
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