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Siemens and Dirac Partner to Simplify Machinery Assembly Using AI

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If you’ve ever had the pleasure of putting together furniture, you know how grueling it can be to squint at diagrams and guess which screw goes where.

Building submarines and jet engines is certainly more complex than assembling a bed frame, but when it comes to assembly instructions, even the most advanced manufacturers sometimes face the same headache. One reindustrialization-pilled startup thinks it has the fix.

“You know that paper instruction book that tells you how to build something?” Fil Aronshtein, Dirac’s cofounder and CEO, asked, referencing a harrowing experience with an Ikea bookshelf. “It turns out everything around us also needs assembly instructions.”

Aronshtein says BuildOS, Dirac’s main product, is a software tool that uses AI to generate assembly instructions for manufacturers. The startup raised nearly $11 million from Founders Fund and Coatue Management — and struck a new partnership with industrial manufacturing giant Siemens.

Typically, the workflow for building a piece of hard tech goes something like this: “Some dude gets a CAD file over email, takes hundreds of screenshots manually, figures out what order to do the assembly, then takes all those screenshots and throws them together into a 100-page PowerPoint,” Aronshtein said. “It’s super manual, and super tedious.”

Instead of relying on humans to stitch together those convoluted instructions, the 18-person startup says it uses artificial intelligence to determine the order of assembly. (Aronshtein declined to disclose whether the company uses a foundation model or trains its own.)

In 2023, Aronshtein cofounded Dirac with Peter Weiss, a college friend who briefly worked as a software engineer at Amazon. Aronshtein had a short stint at Northrop Grumman. The two met as electrical engineering undergrads at Johns Hopkins, where they both earned master’s degrees in robotics.

With the Siemens partnership under its belt, Dirac is integrating BuildOS with Teamcenter, Siemens’ engineering management software. That integration will allow Dirac to work more closely with Siemens’ customer base, said Tomas Klausing, a director of technology partnerships at Siemens. (Aronshtein wouldn’t name customers but said Dirac is working with “some of the coolest companies on the planet in aerospace, defense, automotive, agriculture, construction, machinery, and maritime.”)

Dirac isn’t the only company trying to modernize the shop floor. Tulip, a manufacturing software startup that last raised $100 million in 2021, is also making software for machinery with a platform that aims to track factory production and equipment assembly.

‘Capacity to Build’

Much of Dirac’s origin story is tied to Silicon Valley’s recent push to “reindustrialize” the US, a movement aimed at reshoring production and keeping pace with China’s blistering industrial growth.

“The foundation of the West was built upon our capacity to build,” Aronshtein said. But during his time at Northrop Grumman, he was struck by how “ridiculously archaic all of the infrastructure was on the manufacturing side” — something he wanted to change.

That insight came as funding for defense tech startups was surging. Trae Stephens, a partner at Peter Thiel’s Founders Fund and cofounder of Anduril, bet on Dirac after seeing firsthand how much the defense industry hinged on US-based production.

Getting America’s factories up to speed has become a recent obsession among venture capitalists: “The investments that we make become consensus,” Stephens told Business Insider about Founders Fund. “The most pro-democracy, pro-West decision we can make is to bring automation and robotics into manufacturing.”

For Thomas Laffont, cofounder of Coatue, the Dirac investment was also about leveraging software for hardware.

“There’s a broad movement toward rebuilding infrastructure. The obvious issue with that is, we need to do it in a way that is cost consistent,” Laffont told Business Insider. “Then the question will be, ‘How do we make reindustrialization work within an economic constraint?’ We think it’s AI and software.”





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‘It was a present to myself’: Southport house for sale with ball pit off bedroom | Property

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It was the model Cara Delevingne who said you can never be sad in a ball pit – so why wouldn’t you install one in a room you don’t quite know what to do with?

A large Victorian house for sale in Southport has gone viral not because it is, as estate agents say, a “hidden gem” and an “oasis of calm” with viewing “absolutely essential” but because just off the master bedroom is a vestibule that is “presently adorned by numerous plastic balls to create a ball pool all of your very own”.

There are 11,300 plastic balls in the pit and it is enjoyed by children and adults alike, according to Julie Williams, an IT consultant who is selling the house. “It was a birthday present to myself,” Williams said. “Instead of a weekend away I built a ball pit. It is so relaxing.”

Williams’ ‘project room’ minus the balls. Photograph: Julie Williamson

Williams was inspired by Delevingne, who installed a ball pit in her former Los Angeles home, described by Architectural Digest as “St-Tropez meets Coney Island meets Cotswolds cottage meets Monte Carlo meets butch leather bar”.

Delevingne said the house reflected her changing characters and moods: it had a costume room for dress-up parties, a poker tent, trampolines, a secret “vagina tunnel”, a party bunker with a mirrored ceiling, a David Bowie memorial bathroom and the ball pit. “If I’m having a bad day, I just hop in the ball pit,” she said. “You can’t really cry in a ball pit.”

Williams said she had thought about creating a bathroom in what she called her “project room” – an odd first-floor vestibule off the master bedroom with its own small staircase.

“My friend had seen a video on YouTube of Carla Delevingne where she says something along the lines of you can never be unhappy or sad in a ball pit.” So Williams went for it, buying 11,300 plastic balls in March 2024 and creating the ball pit herself.

It was inaugurated with Williams and friends drinking half bottles of rosé champagne in it. “It’s great. This is the new relaxation method for mums and dads. Get a ball pit and hide away from the children.”

Williams’ seven-bedroom house in leafy Birkdale village is on the market for £799,995, and if new buyers wanted to keep the pit, plus balls, then they could, Williams said.

The house went viral after featuring on a social media account called Housing Horrors, which shines a light on some of the weirder and more wonderful quirks of houses for sale or rent in the UK.





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Net-zero ‘not a platitude’ for oil and gas sector

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Kevin KeaneEnvironment, energy and rural affairs correspondent, BBC Scotland

BBC A man with brown hair wearing a dark tie, white shirt and dark suit stands in front of a blue wall with the North Sea Transition Authority's logos.BBC

Stuart Payne, who heads the North Sea Transition Authority, said being a political football was “not a good thing”

The head of the oil and gas regulator says cutting the sector’s carbon emissions is not “a platitude or a soundbite” but presents significant commercial benefits.

Stuart Payne, who leads the North Sea Transition Authority (NSTA), told BBC Scotland News the energy transition was “well underway” and has been “for decades”.

His remarks follow a pledge by UK Conservative leader Kemi Badenoch to rid the NSTA of the net-zero “burden” and task it with the sole job of maximising oil and gas production.

Mr Payne said about half of the £100bn expected to be invested in the North Sea over the next few years will be in alternative energies like carbon capture and storage (CCS) and floating wind.

The Conservative leader addressed the huge Offshore Europe conference in Aberdeen later, where around 35,000 delegates will gather for the next four days.

Badenoch said the UK is “sabotaging” itself and that “families, communities, entire towns could be wiped out.”

She promised to scrap the net-zero compatibility tests that come with oil and gas permitting, adding that “we will judge… on one metric alone – how much oil and gas they produce.”

She said there would be no more “judicial overreach … because a judge is persuaded by a pressure group”.

She ended her speech by saying Conservatives will “not be bullied by activists” and “will not surrender Britain’s future.”

The conference is a showcase for the sector where multi-million pound deals are agreed between the supply chain and operators.

Over recent years, the event has pivoted towards alternative energies.

Getty Images A helicopter sits idle on a helipad attached to the Culzean oil production platform in the North SeaGetty Images

About £6bn is expected to be invested in the North Sea over the next few years

Stuart Payne said the NSTA’s focus on green technologies has already delivered a 34% cut in emissions from producing oil and gas.

However he said there was “much more to do.”

He added: “The words we use matter. How we talk about this industry, whether that’s in the wind side, whether that’s in CCS, in oil and gas, in decommissioning, it matters.

“And it’s vital that we do everything we can to ensure that we’re attracting and retaining investment in all of those things.”

He said it was “not a good thing” for his organisation to be treated like a political football and that “how we talk about this industry” is important.

“The net zero opportunity for the UK is not something that is a platitude or a soundbite,” he added.

“There are real, very significant, commercial benefits for the UK from the projects around net-zero.”

‘Energy independence’

Originally called the Oil and Gas Authority, the regulatory body was renamed by the UK Conservative government in 2022 to reflect its growing role in the wider North Sea energy industry.

The NSTA’s job is to “regulate and influence the oil and gas, offshore hydrogen, and carbon storage industries” as well as holding the sector to account on reducing its operational emissions.

But Kemi Badenoch says she would rename it the “North Sea Authority” with a mandate to “maximise the extraction of our oil and gas.”

Getty Images Rigs stacked up on the Cromarty Firth. Getty Images

The UK Conservatives hope to scrap the ban on new oil and gas exploration licences

Oil and gas production in the North Sea has been in decline for more than 25 years since it peaked in 1999.

Three years ago, an energy profits levy – or windfall tax – was introduced when prices spiked, taking the headline rate of tax on profits to 78%.

The industry has been lobbying for the tax to be cut and says up to a thousand jobs a month are being lost because of the pressures it is under.

It also wants a more “pragmatic” approach to exploration licensing than the UK Labour government’s blanket ban introduced last year.

A government consultation is currently examining the future shape of the North Sea.

Tessa Khan from the environmental campaign group Uplift said the UK has already burned most of its oil and gas.

She added: “The idea we can unleash a golden age of oil and gas is a tired gimmick that’s been tried by Badenoch’s predecessors and flopped.

“The North Sea is a mature basin with dwindling oil and gas reserves.

“It’s like a piñata at the end of a kids party – it doesn’t matter how many times you hit it, you’re not going to get much more out of it.



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UK borrowing costs hit 27-year high adding to pressure on Reeves

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Tom EspinerBusiness reporter, BBC News

Getty Images Rachel Reeves wears a blue suit as she addresses a conference in Northern IrelandGetty Images

Long-term government borrowing costs in the UK reached their highest level since 1998 on Tuesday, as concerns over the country’s economic outlook combined with a global move higher in bond yields.

The move adds to the pressure on Chancellor Rachel Reeves ahead of the upcoming Budget, where expectations are rising that she will increase taxes to bolster government finances.

The interest rate on 30-year government bonds, known as the yield, jumped to 5.698%, its highest level for 27 years.

On the currency markets, the pound also fell more than 1% against the dollar on Tuesday morning.

Government bonds have been under pressure globally for a number of months, in part due to volatile US trade policy.

The yield on 30-year UK government bonds – known as gilts – has been rising for some months, and this adds to the cost of UK government debt due to higher interest payments.

However, when it comes to satisfying government forecaster the Office for Budget Responsibility (OBR) that the chancellor is meeting her self-imposed fiscal rules, the OBR looks at 10-year borrowing costs, rather than 30 years.



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