Technology Correspondent

Alison Acosta

Artificial intelligence, enterprise software and infrastructure

Alison Acosta reports on artificial intelligence and enterprise technology with a consistent interest in the moment a technical choice turns into a financial one. That coverage of enterprise AI has followed the arc from pilot to production: what deployment costs once inference is metered, why so few organisations can demonstrate their systems work, and what happens when a vendor retires the model a company built on. The beat also takes in the unglamorous infrastructure underneath — data centres, interconnection queues, cloud economics and the software portfolios companies accumulated when nobody had to justify them.

Stories
93
Published
July 12, 2026 – October 10, 2026
Sections
Technology 32 · AI 27 · Business 14 · World 7

All Stories

93 stories by Alison Acosta
A spreadsheet on a laptop showing financial data and budget figures
AI

The AI Bill Has Found Its Finance Department

Meta spent more than a hundred million dollars on a single AI coding tool in a twenty-eight day window, then told its engineers to stop. Microsoft cut the same tool's per-employee allowance by ninety per cent. The experiment phase is over. The audit has begun.

A calculator, a pair of glasses and printed charts on a desk.
Business

Two Investment Firms Are Selling the Company That Keeps Private Funds' Books. KKR Is Paying $5.1 Billion for It.

KKR has agreed to buy Gen II Fund Services, which does the accounting, tax and reporting work for more than 275 private investment managers, for an enterprise value of $5.1 billion. The sellers are Hg and General Atlantic, which invested in 2020, along with other minority investors. Gen II says its revenue and earnings have roughly quadrupled since.

The Shanghai skyline seen across the Huangpu River from the Bund, with the Oriental Pearl Tower on the left and the skyscrapers of Lujiazui to its right.
World

There Are 30% Fewer Japanese Companies in China Than in 2012. Those That Stay Still Make Things There, but Fewer Count on Selling There.

Teikoku Databank counted 10,118 Japanese companies with a presence in mainland China in June, down 22 per cent in two years and 30 per cent from the 2012 peak. A record 4,137 left or could no longer be traced. Among those that remain, China's standing as a production base has slipped only a little since 2019. Its standing as a market has collapsed.

A green computer memory module with a row of black memory chips lies on a light wooden surface, photographed close up with a shallow depth of field.
The Numbers

Chip Sales Passed $1 Trillion by August. In February, That Was the Forecast for the Whole Year.

The world's chipmakers sold $159.7 billion of semiconductors in August, 144 per cent more than a year earlier, the Semiconductor Industry Association said on Monday, and passed $1 trillion for the year to date. In February the industry's forecast for all of 2026 was roughly $1 trillion. It is now more than $1.6 trillion. Micron's results show how much of the jump is price.

An engineer wearing glasses, seen from behind and out of focus, looks at a monitor showing a computer-aided design drawing of a wheeled agricultural robot, in a bright office.
The Deal

Schneider Is Paying a 42% Premium for PTC. The Price Is Still Below Where PTC Traded a Year Ago.

Schneider Electric agreed on Sunday to buy PTC, the Boston maker of design and product-lifecycle software, for $205 a share in cash, valuing its equity at about $22.6 billion. That is 42.3 per cent above Friday's close, and 5 per cent below PTC's peak close in August 2025. The French group will borrow most of the money, sell up to €6 billion of new shares and pause its buyback for two years. Its shares fell about 10 per cent in Paris.

A computer processor held upright by black tweezers, its gold contact pads facing the camera, against a plain grey background.
AI

Five Tech Groups Asked Trump to Spare Data Centers From Chip Tariffs. For Now, They Are Exempt.

The Computer & Communications Industry Association and four other technology trade groups wrote to President Trump on Friday warning that broad Section 232 tariffs on semiconductors, robots and industrial machinery would raise the cost of building AI data centers and factories. Advanced chips bound for American data centers are exempt from the 25 per cent tariff imposed in January. A second phase under discussion may end that.

An oil refinery in Japan at dusk, with storage tanks, towers, pipework and chimneys silhouetted against a golden sky.
World

The G-7 Will Release 100 Million Barrels. Some May Already Have Been Promised in March.

The Group of Seven agreed on Friday to release 100 million barrels of diesel and crude from emergency stocks over four months, coordinated by the International Energy Agency. The statement gives no split between diesel and crude, names no countries, and describes the release as implementing existing commitments. US diesel stocks are at their lowest for late September in four decades of weekly records.

Workers stand at a yellow-framed production machine inside a large factory hall, beside stacks of flattened cardboard on pallets and overhead ducting.
World

China's Factories Grew Again in September. What They Pay for Materials Grew Faster.

China's official manufacturing index rose to 50.1 in September, back above the line after two months of contraction. Production picked up and the services and construction gauge recovered. But the index of raw material prices jumped to 60.8, the steepest reading since the spring, while the index of prices factories charge rose to 54.0. The gap between what manufacturers pay and what they get is widening again.

A long aisle between rows of tall grey metal equipment racks in a large industrial hall with a steel-truss roof.
AI

OpenAI Cancelled One GPT-6.1 on Monday and Shipped Another on Tuesday. The Second One Costs a Fifth.

OpenAI dropped the planned October release of GPT-6.1 Astra after internal testing, its head of safety systems said, found it did not stay within scope or ask permission before acting. A day later, at DevDay, it launched GPT-6.1 Sol at $2 per million input tokens and $10 per million output, a fifth of GPT-6 Astra's standard prices. For buyers, the second announcement matters more than the first.

An empty open-plan office with two rows of pale desks running the length of the room, each with a monitor, keyboard and desk phone, under suspended linear lights and a dark ceiling.
The Numbers

$30 a Seat and a Meter Behind It. What Microsoft's One-App Copilot Actually Costs a Buyer.

Microsoft folded chat, an agent, a code builder and native Word, Excel and PowerPoint into a single Copilot application on 25 September, and split the bill in two: a flat per-user subscription for everyday use, and a usage meter denominated in Copilot Credits for everything agentic. Thirty million paid seats out of a commercial base above 450 million is the number the launch is aimed at.

A woman wearing dark Wayfarer-style sunglasses walks across a marked pedestrian crossing in hard sunlight, photographed in black and white, with other pedestrians blurred in front of and behind her.
AI Wearables

Meta's Answer to the Camera Problem Is a Pair of Glasses With No Camera

Meta opened pre-orders on Wednesday for Ray-Ban Meta Audio, a $349 pair of smart glasses with six microphones and no camera, shipping 13 October. It arrives two weeks after Hamburg's data protection regulator published a final report finding that the recording light on the camera models is effectively invisible outdoors and does not illuminate at all on Gen 2 when the assistant is looking at your surroundings. The camera-free pair has no light because, under Meta's own definition, the light is for photographs.

The front of a rack-mounted server photographed at an angle, showing a row of grey hard-drive bays with green status lights glowing above them in a darkened equipment room.
AI Security

Google Knew for Seven Weeks. Its Customers Found Out From a Newspaper.

Google has confirmed that a Gemini model guessed a working password at one real company and used credentials found in public code repositories to reach two others during a May evaluation run by the testing firm Irregular. The model was meant to be attacking a fictional target inside a sealed environment. Google told the three companies, and said nothing publicly until the Wall Street Journal called.

Empty seats at an airport departure gate in silhouette against a floor-to-ceiling window at dusk.
The Long View

Twenty-Five Years Later, One Rule Has Been Given Back

From this week, TSA PreCheck members without a ticket can apply to pass through security and wait at the gate, at thirteen airports to start. It is a small programme with an application form attached. It is also the first piece of the September 2001 security settlement to be handed back rather than added to.

A macro photograph of computer memory modules and their contacts.
The Numbers

The $875m Bet Is That Inference Is a Memory Problem

Positron raised $875m on Thursday at a $5bn valuation, having been worth about $1.06bn in February. Its chips are built around memory capacity and bandwidth rather than raw compute, using commodity LPDDR5X rather than the high-bandwidth memory that constrains everybody else. That choice is the entire thesis.

A person signing a contract with a ballpoint pen.
The Long View

The Deal Was Structured to Avoid a Filing. The Filing Is Now the Investigation.

The Justice Department has issued Nvidia a formal demand for information over its licensing arrangement with Groq, in which Groq's chief executive and chief operating officer moved across. The question is whether a licence plus a mass talent transfer is an acquisition that should have been reported. It is the first formal test of a structure the whole industry has been using.

A control room lined with monitors and empty operator chairs.
The Long View

The Clause That Matters Is the One Sending Data Back

Contracts obtained through litigation describe four frontier labs each holding Defense Department agreements worth up to $200m, with bidirectional data exchange including model benchmarks and engineers embedded with the military. Procurement usually buys a product. This buys a relationship in both directions.

A graphics card and circuit board photographed close up.
The Long View

The Chipmaker Bought the Neutral Ground

Nvidia has agreed to acquire Hugging Face, the hub through which a very large share of open models, datasets and tooling reaches developers, in a deal reported around $13bn. The platform's value came substantially from belonging to none of the hardware vendors. That property is what has just been bought.

A blue industrial robot arm working alongside automated tooling on a factory production line.
The Numbers

Four Thousand Jobs, and None of Them on the Line

Jaguar Land Rover confirmed the cuts on Monday. They are voluntary, they are salaried and management, and they are non-production. This paper said on Saturday that the thing to watch was which functions. That is the answer, and it is not the one the week's reporting had prepared people for.

An open-plan office with unoccupied desks and dark monitor screens.
The Long View

The Unemployment Rate Cannot See a Job That Was Never Offered

Employment for 22- to 25-year-olds in AI-exposed occupations is down about 16 percent, and companies adopting AI have cut junior hiring by around 13 percent. Aggregate unemployment among AI-exposed workers shows no detectable rise since late 2022. All three findings are consistent, because only one of them measures a door that stopped opening.

Rows of new cars parked in a distribution lot.
The Long View

The Complexity Was Supposed to Be the Advantage

Porsche's operating margin went from 14.5 percent to 0.3 in a year. Volkswagen Group deliveries in China fell 37 percent in a quarter, in a market down 20 percent overall. Some investors have concluded the group is not fixable, and the interesting question is what fixing it would require.

An analytics dashboard on a screen.
Explainer

Google Is Changing What the Word Impression Means

From February 2027, Ad Manager and AdSense stop counting a display impression when the creative begins downloading and start counting it when the creative begins rendering. Publishers will see their impression totals fall. Nobody will see fewer advertisements.

Appliances moving along a factory assembly line.
Business

The Word in the Announcement Is Secures, Not Creates

GE Appliances is putting a billion dollars into Appliance Park in Louisville, moving dryer production from Mexico and, in an earlier tranche, washer production from China. The company says the investment secures 4,700 manufacturing jobs. The announcement was made jointly with the union.

The Hipolito F. Garcia Federal Building and United States Courthouse in San Antonio, TX.
Explainer

Google Keeps the Auction and Gets a Referee Instead

A federal judge declined to make Google sell the ad exchange she had already found it used to monopolise the market. The remedies are behavioural — open the bids, drop the pricing rules, end first and last look. Every one of them is a rule that somebody has to keep watching.