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Why a Y Combinator startup tackling AI agents for Windows gave up and pivoted | TechCrunch

Why a Y Combinator startup tackling AI agents for Windows gave up and pivoted | TechCrunch

A startup called Pig.dev that participated in Y Combinator’s Winter 2025 batch was working on a potentially revolutionary idea: AI agentic tech to control a Microsoft Windows desktop.

But in May, the founder announced he was abandoning the tech and pivoting his company to something entirely different: Muscle Mem, a cache system for AI agents that allows them to offload repeatable tasks. 

An early-stage YC company pivoting is nothing out of the ordinary, of course. What’s interesting — and what sparked a dynamic conversation on Thursday’s Y Combinator podcast — is that Pig was working on computer use, one of the big areas that needs to be solved for agents to be truly useful in the workforce. Another company — and another YC alum — that is tackling that for the browser is called Browser Use.

Browser Use surged to popularity when the Chinese agentic tool Manus, which relied on it, went viral. Browser Use essentially scans the buttons and elements of a website to turn them into a more digestible, “text-like” format for agents, helping the AI understand how to navigate and use the website.

During the Y Combinator podcast, released Thursday, partner Tom Blomfield likened Pig to the Browser Use for Windows desktops. The podcast featured Amjad Masad, the founder and CEO of popular vibe-coding startup Replit.

Masad, Blomfield, and YC partner David Lieb were discussing how long-term computer use of hours, rather than minutes, was still a stumbling block for agents. As the context window for reasoning grows, an agent’s accuracy wavers while LLM costs increase.

“The advice I would give founders today is taking either Browser Use or Windows automation with Pig and trying to apply that into enterprise, into a vertical industry,” Blomfield suggested. 

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Masad agreed. “The moment that technology works, those two companies are going to do really, really well,” he said.

But alas, Pig’s founder Erik Dunteman has already given up on the idea. In his post in May, he explained that he at first wanted to run a cloud API product (a common way of delivering AI tech). But his customers didn’t want that. So he tried selling it as a dev tool. And they didn’t want that either. 

“What users in the legacy app automation space actually want is to hand me money, and receive an automation,” he said. Essentially, they wanted to hire a consultant to make their desired Windows robotic process automations work for them. 

But Dunteman didn’t want to do one-off projects. He wanted to build development tools. So he abandoned Pig and started working on an AI caching tool. Dunteman declined further comment about his decision to ditch Windows automation, although the Pig.dev website and GitHub documents remain available. 

However, Dunteman did tell us his new tool was inspired by the computer use problem. It is chipping away at it from another angle. The idea is to allow the agent to offload repeated tasks to the Muscle Mem service so the agent can focus on reasoning for new problems and edge cases.

“What we’re working on now is directly inspired by and applicable to computer use, just at the developer tooling layer. I remain very optimistic for computer use as ‘the last mile,’” he told TechCrunch.

That’s not to say that no one is working on Windows automation.

Probably the company furthest along on that is Microsoft. For instance, in April, Microsoft announced it added computer use tech to Copilot Studio for graphical user interfaces like Windows. That tech was released as a research preview.  Plus, earlier this month, Microsoft announced an agentic tool in Windows 11 that helps end users manage settings.

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#Combinator #startup #tackling #agents #Windows #gave #pivoted #TechCrunch


Scientists in Singapore and Japan have developed a tiny 3D-printed scuba suit for cyborg cockroaches, allowing them to survive and move underwater and other low-oxygen environments for up to three hours.

The suit can transform a regular cockroach, and potentially other insects, into “an amphibious cyborg robot capable of operation across land and water,” according to a new research paper published this week in Nature Communications. The study was conducted by scientists at Nanyang Technological University and Waseda University.

So, why do researchers want half-robot cockroaches to breathe underwater anyway?

Apparently, they hope to one day be able to use cyborg cockroaches in search and rescue missions, pipeline inspection, and other complex tasks. NTU Professor Hirotaka Sato, who led the study, has been working on cyborg insects for more than a decade. These hybrid robots combine living insects with electrodes that allow humans to remotely control their movements. Sato and his co-authors argue that this setup can make them more useful than traditional robots in some situations.

Unlike conventional robots, cyborg insects consume less energy because they use their own muscles to move. They are also small enough to move through confined and cluttered spaces that larger robots may not be able to reach.

These cyborgs have already been used in actual search-and-rescue operations, including Operation Lionheart after the 7.7-magnitude earthquake in Myanmar in March, according to NTU.

There is one obvious drawback, though. These tiny cyborgs still have biological limits. They need oxygen, which makes them much less useful underwater.

“This is important because real disaster sites can be challenging after heavy rain or flooding, blocking access routes in the rubble, drains and narrow gaps,” Sato said in a news release on the study. “By expanding the operating parameters of our cyborg insects to include underwater travel, we believe that they can enhance search and rescue efforts.”

The new scuba suit is meant to solve that problem.

How the suit works

Cockroaches breathe through small holes on their bodies known as spiracles. To protect those spiracles from water, the researchers made a flexible 3D-printed shell that wraps around the insect’s body. Four small tubes then attach to the cockroach’s spiracles and deliver oxygen directly to them.

Attached to the shell is an oxygen-generation tank that contains a small sponge soaked in manganese dioxide. To activate the system, the team injected diluted hydrogen peroxide into the tank, then sealed it with ultraviolet adhesive to prevent leaks.

The chemical reaction inside the tank slowly releases oxygen, which is then delivered through silicone tubes into the cockroach’s spiracles.

According to the study, the suit was tested on Madagascar hissing cockroaches in plastic tubes that simulated different environments.

Cyborg cockroaches equipped with the suit were able to move around underwater for two to three hours. Cockroaches in the control group suffocated within two minutes.

The team said this suit could potentially be adapted for other robot bugs like locusts and beetles, as these insects have similar body structures and respiratory systems.

#Researchers #Built #Scuba #Suit #Cyborg #CockroachesInsects,Robotics">Researchers Built a Scuba Suit for Cyborg Cockroaches
                Scientists in Singapore and Japan have developed a tiny 3D-printed scuba suit for cyborg cockroaches, allowing them to survive and move underwater and other low-oxygen environments for up to three hours. The suit can transform a regular cockroach, and potentially other insects, into “an amphibious cyborg robot capable of operation across land and water,” according to a new research paper published this week in Nature Communications. The study was conducted by scientists at Nanyang Technological University and Waseda University. So, why do researchers want half-robot cockroaches to breathe underwater anyway? Apparently, they hope to one day be able to use cyborg cockroaches in search and rescue missions, pipeline inspection, and other complex tasks. NTU Professor Hirotaka Sato, who led the study, has been working on cyborg insects for more than a decade. These hybrid robots combine living insects with electrodes that allow humans to remotely control their movements. Sato and his co-authors argue that this setup can make them more useful than traditional robots in some situations.

 Unlike conventional robots, cyborg insects consume less energy because they use their own muscles to move. They are also small enough to move through confined and cluttered spaces that larger robots may not be able to reach. These cyborgs have already been used in actual search-and-rescue operations, including Operation Lionheart after the 7.7-magnitude earthquake in Myanmar in March, according to NTU.

 There is one obvious drawback, though. These tiny cyborgs still have biological limits. They need oxygen, which makes them much less useful underwater. “This is important because real disaster sites can be challenging after heavy rain or flooding, blocking access routes in the rubble, drains and narrow gaps,” Sato said in a news release on the study. “By expanding the operating parameters of our cyborg insects to include underwater travel, we believe that they can enhance search and rescue efforts.”

 The new scuba suit is meant to solve that problem. How the suit works Cockroaches breathe through small holes on their bodies known as spiracles. To protect those spiracles from water, the researchers made a flexible 3D-printed shell that wraps around the insect’s body. Four small tubes then attach to the cockroach’s spiracles and deliver oxygen directly to them. Attached to the shell is an oxygen-generation tank that contains a small sponge soaked in manganese dioxide. To activate the system, the team injected diluted hydrogen peroxide into the tank, then sealed it with ultraviolet adhesive to prevent leaks. The chemical reaction inside the tank slowly releases oxygen, which is then delivered through silicone tubes into the cockroach’s spiracles.

 According to the study, the suit was tested on Madagascar hissing cockroaches in plastic tubes that simulated different environments. Cyborg cockroaches equipped with the suit were able to move around underwater for two to three hours. Cockroaches in the control group suffocated within two minutes. The team said this suit could potentially be adapted for other robot bugs like locusts and beetles, as these insects have similar body structures and respiratory systems.      #Researchers #Built #Scuba #Suit #Cyborg #CockroachesInsects,Robotics

research paper published this week in Nature Communications. The study was conducted by scientists at Nanyang Technological University and Waseda University.

So, why do researchers want half-robot cockroaches to breathe underwater anyway?

Apparently, they hope to one day be able to use cyborg cockroaches in search and rescue missions, pipeline inspection, and other complex tasks. NTU Professor Hirotaka Sato, who led the study, has been working on cyborg insects for more than a decade. These hybrid robots combine living insects with electrodes that allow humans to remotely control their movements. Sato and his co-authors argue that this setup can make them more useful than traditional robots in some situations.

Unlike conventional robots, cyborg insects consume less energy because they use their own muscles to move. They are also small enough to move through confined and cluttered spaces that larger robots may not be able to reach.

These cyborgs have already been used in actual search-and-rescue operations, including Operation Lionheart after the 7.7-magnitude earthquake in Myanmar in March, according to NTU.

There is one obvious drawback, though. These tiny cyborgs still have biological limits. They need oxygen, which makes them much less useful underwater.

“This is important because real disaster sites can be challenging after heavy rain or flooding, blocking access routes in the rubble, drains and narrow gaps,” Sato said in a news release on the study. “By expanding the operating parameters of our cyborg insects to include underwater travel, we believe that they can enhance search and rescue efforts.”

The new scuba suit is meant to solve that problem.

How the suit works

Cockroaches breathe through small holes on their bodies known as spiracles. To protect those spiracles from water, the researchers made a flexible 3D-printed shell that wraps around the insect’s body. Four small tubes then attach to the cockroach’s spiracles and deliver oxygen directly to them.

Attached to the shell is an oxygen-generation tank that contains a small sponge soaked in manganese dioxide. To activate the system, the team injected diluted hydrogen peroxide into the tank, then sealed it with ultraviolet adhesive to prevent leaks.

The chemical reaction inside the tank slowly releases oxygen, which is then delivered through silicone tubes into the cockroach’s spiracles.

According to the study, the suit was tested on Madagascar hissing cockroaches in plastic tubes that simulated different environments.

Cyborg cockroaches equipped with the suit were able to move around underwater for two to three hours. Cockroaches in the control group suffocated within two minutes.

The team said this suit could potentially be adapted for other robot bugs like locusts and beetles, as these insects have similar body structures and respiratory systems.

#Researchers #Built #Scuba #Suit #Cyborg #CockroachesInsects,Robotics">Researchers Built a Scuba Suit for Cyborg CockroachesResearchers Built a Scuba Suit for Cyborg Cockroaches
                Scientists in Singapore and Japan have developed a tiny 3D-printed scuba suit for cyborg cockroaches, allowing them to survive and move underwater and other low-oxygen environments for up to three hours. The suit can transform a regular cockroach, and potentially other insects, into “an amphibious cyborg robot capable of operation across land and water,” according to a new research paper published this week in Nature Communications. The study was conducted by scientists at Nanyang Technological University and Waseda University. So, why do researchers want half-robot cockroaches to breathe underwater anyway? Apparently, they hope to one day be able to use cyborg cockroaches in search and rescue missions, pipeline inspection, and other complex tasks. NTU Professor Hirotaka Sato, who led the study, has been working on cyborg insects for more than a decade. These hybrid robots combine living insects with electrodes that allow humans to remotely control their movements. Sato and his co-authors argue that this setup can make them more useful than traditional robots in some situations.

 Unlike conventional robots, cyborg insects consume less energy because they use their own muscles to move. They are also small enough to move through confined and cluttered spaces that larger robots may not be able to reach. These cyborgs have already been used in actual search-and-rescue operations, including Operation Lionheart after the 7.7-magnitude earthquake in Myanmar in March, according to NTU.

 There is one obvious drawback, though. These tiny cyborgs still have biological limits. They need oxygen, which makes them much less useful underwater. “This is important because real disaster sites can be challenging after heavy rain or flooding, blocking access routes in the rubble, drains and narrow gaps,” Sato said in a news release on the study. “By expanding the operating parameters of our cyborg insects to include underwater travel, we believe that they can enhance search and rescue efforts.”

 The new scuba suit is meant to solve that problem. How the suit works Cockroaches breathe through small holes on their bodies known as spiracles. To protect those spiracles from water, the researchers made a flexible 3D-printed shell that wraps around the insect’s body. Four small tubes then attach to the cockroach’s spiracles and deliver oxygen directly to them. Attached to the shell is an oxygen-generation tank that contains a small sponge soaked in manganese dioxide. To activate the system, the team injected diluted hydrogen peroxide into the tank, then sealed it with ultraviolet adhesive to prevent leaks. The chemical reaction inside the tank slowly releases oxygen, which is then delivered through silicone tubes into the cockroach’s spiracles.

 According to the study, the suit was tested on Madagascar hissing cockroaches in plastic tubes that simulated different environments. Cyborg cockroaches equipped with the suit were able to move around underwater for two to three hours. Cockroaches in the control group suffocated within two minutes. The team said this suit could potentially be adapted for other robot bugs like locusts and beetles, as these insects have similar body structures and respiratory systems.      #Researchers #Built #Scuba #Suit #Cyborg #CockroachesInsects,Robotics

Scientists in Singapore and Japan have developed a tiny 3D-printed scuba suit for cyborg cockroaches, allowing them to survive and move underwater and other low-oxygen environments for up to three hours.

The suit can transform a regular cockroach, and potentially other insects, into “an amphibious cyborg robot capable of operation across land and water,” according to a new research paper published this week in Nature Communications. The study was conducted by scientists at Nanyang Technological University and Waseda University.

So, why do researchers want half-robot cockroaches to breathe underwater anyway?

Apparently, they hope to one day be able to use cyborg cockroaches in search and rescue missions, pipeline inspection, and other complex tasks. NTU Professor Hirotaka Sato, who led the study, has been working on cyborg insects for more than a decade. These hybrid robots combine living insects with electrodes that allow humans to remotely control their movements. Sato and his co-authors argue that this setup can make them more useful than traditional robots in some situations.

Unlike conventional robots, cyborg insects consume less energy because they use their own muscles to move. They are also small enough to move through confined and cluttered spaces that larger robots may not be able to reach.

These cyborgs have already been used in actual search-and-rescue operations, including Operation Lionheart after the 7.7-magnitude earthquake in Myanmar in March, according to NTU.

There is one obvious drawback, though. These tiny cyborgs still have biological limits. They need oxygen, which makes them much less useful underwater.

“This is important because real disaster sites can be challenging after heavy rain or flooding, blocking access routes in the rubble, drains and narrow gaps,” Sato said in a news release on the study. “By expanding the operating parameters of our cyborg insects to include underwater travel, we believe that they can enhance search and rescue efforts.”

The new scuba suit is meant to solve that problem.

How the suit works

Cockroaches breathe through small holes on their bodies known as spiracles. To protect those spiracles from water, the researchers made a flexible 3D-printed shell that wraps around the insect’s body. Four small tubes then attach to the cockroach’s spiracles and deliver oxygen directly to them.

Attached to the shell is an oxygen-generation tank that contains a small sponge soaked in manganese dioxide. To activate the system, the team injected diluted hydrogen peroxide into the tank, then sealed it with ultraviolet adhesive to prevent leaks.

The chemical reaction inside the tank slowly releases oxygen, which is then delivered through silicone tubes into the cockroach’s spiracles.

According to the study, the suit was tested on Madagascar hissing cockroaches in plastic tubes that simulated different environments.

Cyborg cockroaches equipped with the suit were able to move around underwater for two to three hours. Cockroaches in the control group suffocated within two minutes.

The team said this suit could potentially be adapted for other robot bugs like locusts and beetles, as these insects have similar body structures and respiratory systems.

#Researchers #Built #Scuba #Suit #Cyborg #CockroachesInsects,Robotics

For our very first WIRED Book Club livestream, Kate Knibbs will be joined by the author of The Yahoo Boys: Love, Deception, and the Real Lives of Nigeria’s Romance Scammers, Carlos Barragán.

Barragán, a journalist and researcher at The New York Times, flew to Lagos to embed himself with a group of young, desperate grifters. The account he brings back is a funny, sad, enraging read about how the internet can fuel heartbreak.

On the Panel

  • Kate Knibbs: senior writer at WIRED, covering prediction markets, the future of media, and how AI is changing the internet. She also leads WIRED Book Club.
  • Carlos Barragán: reporter and researcher for The New York Times based in Madrid. He was formerly a reporter at El Confidencial before receiving his MFA in nonfiction writing from Columbia University. The Yahoo Boys is his first book.

Ask a Question

Submit your burning questions about the book in the comments section below. The event will be streamed right here, so bookmark this page and mark your calendar to return on July 16 at 12pm ET / 9am PT.

How to Watch

This livestream is reserved as a subscriber benefit. For subscribers who are not able to join, a replay of the livestream will be available after the event. Not a subscriber yet? Subscribe now to get access to this livestream, plus full access to WIRED.

Join WIRED Book Club

If you’d like to start following along, you can catch up on past weeks discussions, and sign up for WIRED Book Club here.

In the meantime, check out past livestreams on how AI is changing work, big tech and the military, and more.

#Submit #Questions #World #Online #Romance #Scamslivestreams,q&a,scams,wired book club,books">Submit Your Questions: Inside The World of Online Romance ScamsFor our very first WIRED Book Club livestream, Kate Knibbs will be joined by the author of The Yahoo Boys: Love, Deception, and the Real Lives of Nigeria’s Romance Scammers, Carlos Barragán.Barragán, a journalist and researcher at The New York Times, flew to Lagos to embed himself with a group of young, desperate grifters. The account he brings back is a funny, sad, enraging read about how the internet can fuel heartbreak.On the PanelKate Knibbs: senior writer at WIRED, covering prediction markets, the future of media, and how AI is changing the internet. She also leads WIRED Book Club.Carlos Barragán: reporter and researcher for The New York Times based in Madrid. He was formerly a reporter at El Confidencial before receiving his MFA in nonfiction writing from Columbia University. The Yahoo Boys is his first book.Ask a QuestionSubmit your burning questions about the book in the comments section below. The event will be streamed right here, so bookmark this page and mark your calendar to return on July 16 at 12pm ET / 9am PT.How to WatchThis livestream is reserved as a subscriber benefit. For subscribers who are not able to join, a replay of the livestream will be available after the event. Not a subscriber yet? Subscribe now to get access to this livestream, plus full access to WIRED.Join WIRED Book ClubIf you’d like to start following along, you can catch up on past weeks discussions, and sign up for WIRED Book Club here.In the meantime, check out past livestreams on how AI is changing work, big tech and the military, and more.#Submit #Questions #World #Online #Romance #Scamslivestreams,q&a,scams,wired book club,books

WIRED Book Club livestream, Kate Knibbs will be joined by the author of The Yahoo Boys: Love, Deception, and the Real Lives of Nigeria’s Romance Scammers, Carlos Barragán.

Barragán, a journalist and researcher at The New York Times, flew to Lagos to embed himself with a group of young, desperate grifters. The account he brings back is a funny, sad, enraging read about how the internet can fuel heartbreak.

On the Panel

  • Kate Knibbs: senior writer at WIRED, covering prediction markets, the future of media, and how AI is changing the internet. She also leads WIRED Book Club.
  • Carlos Barragán: reporter and researcher for The New York Times based in Madrid. He was formerly a reporter at El Confidencial before receiving his MFA in nonfiction writing from Columbia University. The Yahoo Boys is his first book.

Ask a Question

Submit your burning questions about the book in the comments section below. The event will be streamed right here, so bookmark this page and mark your calendar to return on July 16 at 12pm ET / 9am PT.

How to Watch

This livestream is reserved as a subscriber benefit. For subscribers who are not able to join, a replay of the livestream will be available after the event. Not a subscriber yet? Subscribe now to get access to this livestream, plus full access to WIRED.

Join WIRED Book Club

If you’d like to start following along, you can catch up on past weeks discussions, and sign up for WIRED Book Club here.

In the meantime, check out past livestreams on how AI is changing work, big tech and the military, and more.

#Submit #Questions #World #Online #Romance #Scamslivestreams,q&a,scams,wired book club,books">Submit Your Questions: Inside The World of Online Romance Scams

For our very first WIRED Book Club livestream, Kate Knibbs will be joined by the author of The Yahoo Boys: Love, Deception, and the Real Lives of Nigeria’s Romance Scammers, Carlos Barragán.

Barragán, a journalist and researcher at The New York Times, flew to Lagos to embed himself with a group of young, desperate grifters. The account he brings back is a funny, sad, enraging read about how the internet can fuel heartbreak.

On the Panel

  • Kate Knibbs: senior writer at WIRED, covering prediction markets, the future of media, and how AI is changing the internet. She also leads WIRED Book Club.
  • Carlos Barragán: reporter and researcher for The New York Times based in Madrid. He was formerly a reporter at El Confidencial before receiving his MFA in nonfiction writing from Columbia University. The Yahoo Boys is his first book.

Ask a Question

Submit your burning questions about the book in the comments section below. The event will be streamed right here, so bookmark this page and mark your calendar to return on July 16 at 12pm ET / 9am PT.

How to Watch

This livestream is reserved as a subscriber benefit. For subscribers who are not able to join, a replay of the livestream will be available after the event. Not a subscriber yet? Subscribe now to get access to this livestream, plus full access to WIRED.

Join WIRED Book Club

If you’d like to start following along, you can catch up on past weeks discussions, and sign up for WIRED Book Club here.

In the meantime, check out past livestreams on how AI is changing work, big tech and the military, and more.

#Submit #Questions #World #Online #Romance #Scamslivestreams,q&a,scams,wired book club,books

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