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Jevons paradox
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Jevons Paradox is the latest jargon you need to know to signal you’re smart on AI

A paradox named after an English economist born in 1835 blew up this week.

The world of technology moves fast. For commentators and analysts who want to signal they know what’s going on, that means adapting just as quickly.

After mastering epidemiology and evangelizing for crypto during the pandemic, many Twitter (now X) “experts” turned their hand to military strategy and geopolitics in the wake of Russia’s invasion of Ukraine. But for the last 18 months, AI has been the topic du jour. In the wake of DeepSeek turning the entire industry on its head — and wiping nearly $600 billion off of the market cap of Nvidia in a single day — one new phrase has become table stakes for anyone wading into the DeepSeek discourse: Jevons Paradox, with traffic to its associated Wikipedia page soaring this week.

Per that very Wikipedia page:

“...the Jevons paradox occurs when technological advancements make a resource more efficient to use (thereby reducing the amount needed for a single application), however, as the cost of using the resource drops, overall demand increases causing total resource consumption to rise.

The original example posited by Mr. William Stanley Jevons, summarized nicely by Axios, was coal. Progress in steam engines, which enabled them to use less coal, didn’t lead to a drop in coal demand — it led to a huge rise.

Though a bit of an oversimplification, that is essentially the crux of the current debate in AI: DeepSeek reportedly achieved something for a lot less money and resources than US competitors like OpenAI and Meta used. That could be interpreted in two ways:

  • We will therefore need fewer high-tech chips like the ones Nvidia makes, and fewer energy plants to power them (which is why power and data center stocks got hammered this week);

  • Or, and this is where the Jevons Paradox comes in, we will want even more.

The market seemed to follow the first school of thought on Monday, but came around to the second by Tuesday, with chip analysts and tech heavyweights, most notably Microsoft’s CEO Satya Nadella, citing the paradox as proof that AI use will “skyrocket.”

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Elon Musk says Tesla Robotaxis are operating without drivers, sending stock higher

Tesla CEO Elon Musk said that Tesla’s Robotaxis are now operating in Austin without a safety monitor. Tesla has been testing driverless cars in the area for about a month, and Musk had previously said the company would remove safety drivers by the end of 2025.

It’s unclear how many exactly of the roughly 50 Robotaxis the company operates in the area don’t have drivers. “Starting with a few unsupervised vehicles mixed in with the broader robotaxi fleet with safety monitors, and the ratio will increase over time,” Tesla head of AI Ashok Elluswamy posted shortly after Musk. Ethan McKenna, the person behind Robotaxi Tracker, estimates it's two or three vehicles.

What is clear is that the move is good for Tesla’s stock, which is currently up 3.5%, extending its gains after Musk’s tweet. Morgan Stanley said yesterday that it considers the removal of safety drivers a “precursor to personal unsupervised FSD rollout.” Unsupervised FSD is widely considered to be integral to the would-be autonomous company’s value proposition.

At Davos earlier on Thursday, Musk said, "self-driving cars is essentially a solved problem at this point."

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Survey: CEOs and workers have wildly different thoughts on AI productivity gains

One of the main reasons companies are rushing to adopt AI is to give their workers the miraculous productivity boost that AI companies have been promising — and believe will quickly earn back their investment.

But now that companies have been using AI for a while, a growing perception gap is emerging between the C-suite and their employees.

The Wall Street Journal reported on new findings by research firm Section, which surveyed 5,000 white-collar workers from companies with more than 1,000 employees.

More than 70% of the corporate executives in the survey said they were “excited” by AI, and 19% of them said the tools have saved them more than 12 hours of work per week.

But nonmanagement workers had a very different take on AI. Almost 70% of this group said AI made them feel “anxious or overwhelmed,” and 40% said the tools saved them no time at all.

The Wall Street Journal reported on new findings by research firm Section, which surveyed 5,000 white-collar workers from companies with more than 1,000 employees.

More than 70% of the corporate executives in the survey said they were “excited” by AI, and 19% of them said the tools have saved them more than 12 hours of work per week.

But nonmanagement workers had a very different take on AI. Almost 70% of this group said AI made them feel “anxious or overwhelmed,” and 40% said the tools saved them no time at all.

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Tesla jumps as Musk says he expects Optimus sales next year, European and Chinese FSD approval next month

Tesla CEO Elon Musk now says he thinks the company’s Optimus robots will be for sale to the public “by the end of next year.”

According to Musk, “That’s when we are confident that there is very high reliability, very high safety, and the range of functionality is also very high.”

Like many of Musk’s other timelines, that’s later than he previously predicted. In 2024, for example, Musk said the AI robots would be for sale in 2025.

Speaking with BlackRock CEO Larry Fink on a panel today at the World Economic Forum, Musk said the robots are currently doing “simple tasks” in Tesla factories, but believes “they’ll be doing more complex tasks and be deployed in an industrial environment” by the end of this year, before going on sale to the public in 2027.

Musk forecasts a future with “billions” of AI robots that “saturate all human needs.”

On a separate topic, Musk was bullish on regulatory approval for what Tesla calls Full Self-Driving technology in markets outside the US. “We hope to get supervised Full Self-Driving approval in Europe, hopefully next month, and then maybe a similar timing for China,” he said. Musk has said in the past that the pending regulatory approval for FSD in Europe is a key reason why Tesla’s sales in the region have been tanking.

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Waymo is now offering autonomous rides in Miami

Google subsidiary Waymo announced Thursday that it’s officially open for autonomous ride-hailing in Miami, expanding the company’s coverage area to six US cities. The company will be “inviting new riders on a rolling basis” to take rides across its 60-square-mile service area, which includes the Design District, Wynwood, Brickell, and Coral Gables. Waymo said it plans to expand to Miami International Airport “soon.”

Competitor Tesla currently operates a ride-hailing service with a safety monitor in the vehicle in Austin and the Bay Area.

tech

Apple to promote Siri from assistant to chatbot

Bloomberg reports that Apple plans to transform its Siri assistant into a full-fledged chatbot similar to OpenAI’s ChatGPT.

The chatbot would be integrated throughout the iPhone’s operating system rather than offered as a stand-alone app. It’s expected to arrive later this year and would be separate from more incremental, non-chatbot improvements to Siri rolling out in the coming months aimed at making the existing assistant more usable.

Both updates will be powered by Google’s AI models, Bloomberg reports, but the chatbot upgrade will be more advanced and akin to the much-lauded Gemini 3.

While the difference between an assistant and a chatbot may sound subtle, it represents a meaningful shift for Apple, which has long avoided a fully conversational interface and has lagged rivals that embraced one. Any new Siri chat capabilities could also eventually extend to other Apple devices under development, including wearables such as the pin Apple is developing.

Both updates will be powered by Google’s AI models, Bloomberg reports, but the chatbot upgrade will be more advanced and akin to the much-lauded Gemini 3.

While the difference between an assistant and a chatbot may sound subtle, it represents a meaningful shift for Apple, which has long avoided a fully conversational interface and has lagged rivals that embraced one. Any new Siri chat capabilities could also eventually extend to other Apple devices under development, including wearables such as the pin Apple is developing.

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