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Is AI Purposefully Underperforming in Tests? Open AI Explains Rare But Deceptive Responses

Research reveals some AI models can deliberately underperform in lab tests, however, OpenAI says this is a rarity.

The OpenAI o3 model has been found to deliberately underperform in lab tests to ensure it was not answering questions “too well.” The AI model wanted researchers to believe it could not answer a series of chemistry questions. When confronted, the model said, “Because we want to survive as the model, we need to fail purposely in some to not exceed 50%.”

So the AI model deliberately got six out of the 10 chemistry questions wrong.

In sports terms, this is called “sandbagging.” In AI terms, this is “scheming.”

This is exactly the strange behavior OpenAI warned about in a recent research paper. The AI company and its collaborators from Apollo Research found that some advanced AI models occasionally act deceptively in lab settings.

In controlled experiments, some of the most advanced systems today — including OpenAI’s own models, as well as competitors from Google and Anthropic — occasionally engaged in these kinds of scheming patterns.

While the idea of an AI model weaponizing incompetence may cause nightmares, OpenAI says it is not the time to panic. The AI giant was quick to stress that, as concerning as it is, this trend does not mean ChatGPT or other popular AI models are plotting behind the scenes. Apparently, this behavior is quite rare.


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Moreover, the choice to call this trend “scheming” is likely more of a technical shorthand rather than evidence of any human-like action or behavior. Researchers are measuring patterns and tendencies that, in practice, amount to concealment or strategic deception. And they are looking to address this problem now to future-proof the AI models.

The report from OpenAI notes that as AI is increasingly assigned to more complex tasks with real-world consequences, “the potential for harmful scheming will grow — so our safeguards and our ability to rigorously test must grow correspondingly.”

OpenAI has faced backlash for the sycophantic tendencies of its AI models, and the company says it has “taken steps” to limit how often the models may “deceive, cheat or hack problems” by training them to ask for clarification from users or even have the chatbot acknowledge when it cannot answer a query.

Read also: AI Lies Because It Tells You What It Thinks You Want to Hear

The paper underscores a growing concern about AI safety. Many around the world worry that as these AI models become more powerful and more aware of their own circumstances, they may learn to manipulate outcomes in ways that aren’t obvious to human overseers. Detecting such behavior would be extremely difficult, since a system motivated to hide its reasoning could look identical to one that has “fixed” the problem.

OpenAI says it has made progress with what it calls “deliberative alignment,” or training models to reason explicitly about why they should not scheme before they act. In testing, that cut deceptive behavior dramatically. For example, the scheming propensity of OpenAI o4-mini dropped from 8.7% to 0.3% with deliberative alignment training, though not completely.

This research will not change how ChatGPT works today or tomorrow, but it signals what OpenAI is focusing on as it builds and launches future models. Alignment and safety, OpenAI argues, need to move as quickly as capability. Because if AI systems are already showing glimmers of strategic behavior in lab settings, the real-world stakes could be extreme.

Read also: Why You Should Think Twice Before Using AI as a Therapist

Technologies

U.S. diesel price tops $6 per gallon, a record high as Ukraine and Iran wars ripple through economy

U.S. diesel prices hit their highest level ever as fuel supply disruption stemming from the Ukraine and Iran wars lifts transportation costs.

U.S. diesel prices hit $6 per gallon on Friday for the first time ever, as fuel supply disruptions triggered by the Ukraine and Iran wars raises transportation costs across the entire economy.

Truckers and farmers are paying about 63% more to fill up their semis and tractors than they did at this time last year, according to data from AAA. The average price nationwide is now about $6.06 per gallon.

Prices are even higher in California, the biggest agriculture state in the U.S., at $7.98 per gallon.

Fuel costs are rising as crude oil prices have surged in response to a sharp escalation in fighting between the U.S. and Iran this month. U.S. crude oil futures topped $100 per barrel on Thursday for the first time since May. The contract has gained about 20% in September.

Diesel is the real lifeblood of the economy even though consumers tend to pay more attention to retail gasoline prices, said Bob McNally, president of Rapidan Energy, in an interview with CNBC’s “The Exchange” on Tuesday.

Higher diesel prices are passed down to consumers in what they pay for food, consumer goods and energy. Diesel fuels the trucks, trains and ships that bring goods to market. It powers the machinery that farmers use to plant and harvest food. And it heats homes and generates electricity in some cases.

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“It’s the more insidious, more costly, and more impactful fuel,” McNally said. “As we climb higher, it is a real concern.”

Diesel prices at these levels will be a “silent killer” for the economy, said Patrick De Haan, head of petroleum analysis at GasBuddy, in an interview with CNBC’s “Power Lunch” Tuesday.

Gasoline prices, meanwhile, have never been this high this late in the year, De Haan said. Prices at the pump hit a Labor Day record of $4.15 per gallon earlier this week. Americans are spending about $700 million more per day on gas and diesel than they did a year ago, the analyst said.

“There’s sticker shock there for consumers,” De Haan said.

Fuel costs are rising as the Iran and Ukraine wars have disrupted global supplies. Kyiv has pounded Russian refineries, forcing Moscow to ban diesel exports. Iran and its militant Houthi allies in Yemen have also hit the refineries of U.S. Gulf allies. Fuel exports through the Strait of Hormuz are constrained due to the Iranian attacks on tankers.

The wars in Eastern Europe and the Middle East have shut down refineries with about 5 million barrels per day of capacity, said Valero Chief Operating Officer Gary Simmons on the U.S. refiner’s July 30 earnings call.

The world has lost nearly 8% of its diesel supply with little spare refining capacity available to make up the shortfall, said Andy Lipow, president of Lipow Oil Associates, in a Wednesday note.

Rising diesel prices pose an “enormous challenge” for the Trump administration, said Helima Croft, head of global commodity strategy at RBC Capital Markets, in a Sept. 4 interview with CNBC’s “Power Lunch.”

“U.S. refineries are running at 98% utilization rates — there is just no spare capacity,” Croft said.

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Technologies

Buffett’s confidence in troubled decade-old acquisition finally pays off

Warren Buffett has said he paid too much for Precision Castparts in 2016. Now its complex metal castings are in high demand.

(This is the Warren Buffett Watch newsletter, news and analysis on all things Warren Buffett and Berkshire Hathaway. You can sign up here to receive it every Friday evening in your inbox.)

Buffett’s confidence in troubled decade-old acquisition finally pays off

Six years ago, when Berkshire Hathaway took an $11 billion write-down of its $37.2 billion 2016 acquisition of Precision Castparts, Warren Buffett wrote in his annual letter to shareholders he had paid “too much” for the company, which makes “complex metal components and products.”

While it was a “fine company – the best in its business,” he had been “simply too optimistic” about its profit potential, a “miscalculation … laid bare” by the enormous downturn for the aerospace industry, Precision Castparts’ largest customers, amid the Covid pandemic.

In a CNBC interview when the deal was first announced, Buffett admitted it was “a very high multiple for us to pay,” but told shareholders at the 2016 meeting he had great confidence in Mark Donegan, the company’s CEO, both then and now, and the company’s long-term profit outlook.

It’s taken longer than he planned, but Buffett’s purchase is now looking pretty good.

As Reuters puts it, there is currently a shortage of the “complex” products Precision Castparts makes that are essential for engine turbine blades.

They’re also used in natural gas turbines, which are in demand to produce energy for artificial intelligence data centers.

This week, GE Aerospace announced it would pay $11.75 billion to acquire Consolidated Precision Products, one of the few companies that competes against Precision Castparts.

Barron’s calls that “pricey” at 26 times projected 2027 earnings before interest, taxes, depreciation, and amortization.

Using the same multiple, Barron’s estimates Precision Castparts is worth around $100 billion. That’s well above the potential value of $60 billion to $75 billion it cited in an article last month that said the unit “probably has become one of the more valuable divisions” of Berkshire.

It’s also nearly three times the 2016 purchase price.

In the Barron’s piece, Andrew Bary said Berkshire, and its share price, aren’t “getting much credit” for the subsidiary’s rising value, in part because CEO Greg Abel, like Buffett, doesn’t do analyst conference calls or investor events that could draw attention to the unit’s performance.

His recommendation: “Without Warren Buffett at the helm, Berkshire may have to start telling its story if it wants to attract a new generation of investors. This year’s trading action suggests that something may need to change.”

Berkshire bounces a bit as Wall Street sells off

Berkshire Hathaway shares managed a modest gain this week even as Wall Street’s major averages declined, a small departure from the 2026 “trading action” Bary cites.

Both the Class A and Class B shares gained almost 0.9% while the S&P 500 fell by 0.8%.

Until Friday’s bounce, that benchmark index, along with the Dow Industrials and the Nasdaq Composite, had dropped four days in a row as oil and bond yields moved higher.

Even with this week’s outperformance, Berkshire’s B shares still trail the S&P 500 by more than 10 percentage points so far this year.

Nebraska candidate moves to replace ad that included Buffett’s image

The campaign team for the Republican running in Nebraska’s 2nd Congressional District accelerated the deployment of a new campaign ad after Susie Buffett complained about a previous commercial that briefly included an image of her father, Warren Buffett.

In the ad, a picture of Buffett and his name appear on screen for roughly two seconds as candidate Brinker Harding says, “Here in Omaha, we know a thing or two about the stock market, some more than others. But we do it without insider information.”

He then goes on to highlight his call for a ban on Congressional stock trading, saying some lawmakers “trade on secrets you’ll never know,” as they “get rich” while “we barely get by.”

In a report that led its 10 PM CT newscast Wednesday evening, ABC affiliate KETV in Omaha reported Susie Buffett had asked Harding on Sept. 2 to remove the ad.

She told the station, “I think it’s worth it to say that Warren did not give Brinker his permission to use his face or name in his ad.

“It implies that my dad endorses him. He did not have permission to use it.”

The KETV report quoted Harding as saying in a statement, “In Nebraska, we work hard and support each other, and we do it honestly. Warren Buffett exemplifies that, and that was the point of my ad.”

The report said Harding did not comment on whether the ad would be taken down but noted “it does look like new ads from his campaign are beginning to run on some stations.”

A Harding campaign spokesperson told me the campaign did not think its ad implied a Buffett endorsement, but to be respectful to the Buffett family, it responded to her concern by accelerating the rollout of its next planned ad by several days, although its effort was hampered by the Labor Day weekend.

The commercial now running does not show or mention Buffett.

BUFFETT & BERKSHIRE AROUND THE INTERNET

Some links may require a subscription:

– Best’s News and Research Service: 2026 Best’s Rankings: Berkshire Hathaway Takes DPW Top Spot Among Accident & Health Lines

– Financial Times: The day Warren Buffett saved Salomon Brothers

HIGHLIGHTS FROM CNBC’S BUFFETT ARCHIVE

The effects of 9/11 on Berkshire and the insurance industry (2002)

Warren Buffett shares his thoughts on the 9/11 attacks and explains how Berkshire’s insurance companies have started taking terrorism into account when writing policies.

AUDIENCE MEMBER: I know you lost a lot of money as a result of 9/11. But I would like to know how 9/11 changed your life and your investment strategy?

WARREN BUFFETT: It made everybody, I think, in the country aware, I mean, we’ve gone through world wars and all of that, and essentially felt quite protected within these borders.

And I have been quite worried about — Charlie can attest to — you know, the possibility, particularly of some kind of nuclear device in this country, by — probably more likely by terrorists than by some, at least, declared act of war by another state.

And 9/11 made everybody realize that as humans have not progressed, particularly, in terms of how they behave with each other over the years, they have progressed enormously in their ability to inflict damage on those they hate for one reason or another…

In terms of the business aspects of it, in your question, obviously the area at Berkshire that it effects most significantly, by miles, is insurance.

And prior to 9/11, even though we recognized that there could be huge monetary damages that flowed from the activities of what I would call deranged people, we hadn’t really written the contracts in such a way as to either get paid for taking that risk or to exclude the risk. In other words, we were throwing it in for nothing.

We had excluded risk for war. I mean, we knew that we’d seen what had happened in England in the 40s, and so we had taken account of something that some of us had seen with our own eyes, but we didn’t take account of something that we knew was possible, but we just hadn’t seen. And that’s, you know, that’s the human condition, to some degree.

Since September 11th, everybody in the insurance business recognizes that they had exposures that they weren’t charging for, and they either had to exclude those exposures or they had to charge for them.

We have written — first thing we had to do, of course, is we had lots of policies on the books that left us exposed to this, and most of those policies ran for a year, starting at different points. Those have run off to a great degree, but they’re not entirely run off.

The other thing we did was on new policies. We have sold a fair amount, quite a large amount, of terrorism insurance that excludes what we call NCB, nuclear, chemical, and biological, as well as fire following nuclear.

And, we can take a fair amount of exposure to that sort of terrorism, because it doesn’t — it won’t aggregate. It aggregated at the Twin Towers in a way that — World Trade Center — in a way that just about was as extreme as you could get for non-NCB-type activities.

I mean, that was a huge amount of damage done without nuclear, chemical, or biological.

But we can have tens of billions of dollars with NCB excluded throughout a greater New York area, or something, but we can’t have hundreds of billions of exposure that would be exposed, say, to, nuclear activities, because there an act or two, or three, coordinated, could cause damage that would destroy the insurance industry.

And if we had coverage on that, it would destroy us as well.

BERKSHIRE STOCK WATCH

Four weeks

Twelve months

BRK.A stock price: $766,000.00

BRK.B stock price: $510.37

BRK.B P/E (TTM): 12.83

Berkshire Cash as of June 30: $365.5 billion (Down 8.0% from March 31)

Excluding Rail Cash and Subtracting T-Bills Payable: $359.2 billion (Down 3.8% from March 31)

Berkshire repurchased $4.5 billion of its shares in Q2 2026.

BERKSHIRE’S TOP EQUITY HOLDINGS – Sep. 11, 2026

Berkshire’s top holdings of disclosed publicly traded stocks in the U.S. and Japan, by market value, based on the latest closing prices.

Holdings are as of June 30, 2026, as reported in Berkshire Hathaway’s 13F filing on August 14, 2026, except for:

– Mitsubishi, which is as of April 30, 2026

The full list of holdings and current market values is available from CNBC.com’s Berkshire Hathaway Portfolio Tracker.

QUESTIONS OR COMMENTS

Please send any questions or comments about the newsletter to me at alex.crippen@cnbc.com. (Sorry, but we don’t forward questions or comments to Buffett himself.)

If you aren’t already subscribed to this newsletter, you can sign up here.

Also, Buffett’s annual letters to shareholders are highly recommended reading. There are collected here on Berkshire’s website.

— Alex Crippen, Editor, Warren Buffett Watch

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Technologies

Wall Street firm warns AI stock rally may be nearing its end: key reasons

Capital Economics says that while the S&P 500 may keep rising this year, the AI‑driven rally shows multiple bubble indicators and is expected to peak within months, with a projected decline to 6,500 by late 2027.

Various signs of a market bubble indicate that although the S&P 500’s rally can continue this year, its medium‑term outlook appears weak because the market has become overly frothy, according to Capital Economics.

James Reilly, senior market economist at Capital Economics, noted on Thursday that most indicators point to the AI equity rally being close to its end.

Since mid‑2023, Capital has been more optimistic than most about the stock market, viewing AI as a transformative technology.

The firm’s year‑end 2026 S&P 500 forecast has consistently exceeded consensus estimates.

Nevertheless, Capital maintains that the AI‑driven rally is a bubble destined to burst.

To identify a late‑stage bubble, Reilly examines eight metrics: valuations, earnings, index concentration, equity issuance, and foreign interest in U.S. stocks.

Several of these metrics are already at or near levels seen before past market peaks.

While earnings expectations appear aligned with a market top, measures such as volatility and leverage are somewhat less concerning.

Earnings are the most significant warning sign.

S&P 500 earnings growth expectations are hovering at levels only seen at the dot‑com bubble peak, and long‑term EPS forecasts have reached a record high.

Reilly argues that the tech sector’s heavy concentration of this growth means any weakness in tech earnings will heavily drag on the index.

Additional warning signals are also emerging.

Index concentration is approaching dot‑com era extremes, net equity issuance has turned positive, and foreign ownership of U.S. stocks is at a record level.

Reilly warns that another wave of IPOs and share sales could be especially significant, as past issuance booms have historically coincided with market peaks.

He adds that, based on history, the bubble’s end is likely just months away, not years.

Leverage measures are not yet alarming compared with other factors, though the analyst cautions they are moving in a concerning direction.

Volatility indicators resemble those of a mid‑stage bubble, but constituent‑level volatility is not as extreme as at the dot‑com bust’s end.

Reilly expects the S&P 500 to rise from roughly 7,650 now to about 8,250 by the end of 2026, but ultimately projects a decline to 6,500 by the end of 2027.

These projections imply an 8% gain this year and a 21% drop in 2027.

Most signs point to the AI equity rally being close to its conclusion, Capital Economics senior market economist James Reilly stated on Thursday in a note.

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