Tech
Jevons paradox
Sherwood News

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.

1/29/25 8:31AM

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.”

More Tech

See all Tech
Large companies have started to drop AI from their businesses

Census data shows drop in large companies using AI

AI appears to be everywhere, but that doesn’t mean big companies have fully embraced the use of the technology in their day-to-day business.

tech

Report: Microsoft adds Anthropic alongside OpenAI in Office 365, citing better performance

In a move that could test its fraught $13 billion partnership, Microsoft is moving away from relying solely on OpenAI to power its AI features in Office 365 and will now also include Anthropic’s Claude Sonnet 4 model, according to a report from The Information.

The move is a tectonic shift that boosts Anthropic’s standing, heightens risks for OpenAI, and has huge ramifications for the balance of power in the fast-moving AI field.

Per the report, Microsoft executives found that Anthropic’s AI outperformed OpenAI’s on tasks involving spreadsheets and generating PowerPoint slide decks, both crucial parts of Microsoft’s Office 365 productivity suite.

Microsoft will have to pay the competition to provide the services —Amazon Web Services currently hosts Anthropic’s models while Microsoft’s Azure cloud service does not, The Information reported.

OpenAI is also reportedly working on its own productivity suite of apps.

The move is a tectonic shift that boosts Anthropic’s standing, heightens risks for OpenAI, and has huge ramifications for the balance of power in the fast-moving AI field.

Per the report, Microsoft executives found that Anthropic’s AI outperformed OpenAI’s on tasks involving spreadsheets and generating PowerPoint slide decks, both crucial parts of Microsoft’s Office 365 productivity suite.

Microsoft will have to pay the competition to provide the services —Amazon Web Services currently hosts Anthropic’s models while Microsoft’s Azure cloud service does not, The Information reported.

OpenAI is also reportedly working on its own productivity suite of apps.

tech

Apple announces extra slim iPhone Air, iPhone Pro with longer battery life, updated AirPods Pro 3 with live language translation, and refreshed Apple Watch line

At todays Awe Dropping Apple event, the company announced its yearly refresh of the iPhone lineup. The new iPhone 17, iPhone 17 Pro, and iPhone 17 Pro Max were joined by a brand-new addition: the iPhone Air, a superthin model with tougher glass and faster processors.

Apple shares dipped on news of the product releases and are down about 1.4% on the day in afternoon trading.

The company also announced an updated Apple Watch line — Series 11, SE3, and Ultra 3 — with new features like 5G, high blood pressure detection, 24-hour battery life, and satellite communication. 

Apple iPhone 17
Apple’s iPhone 17 (Apple)

Here’s a breakdown of the new products Apple announced:

  • The ultrathin iPhone Air was described by Apple as “a paradox you have to hold to believe.” The sleek 5.6-millimeter-thin iPhone features a crack- and scratch-resistant front and back and “Macbook Pro levels of compute,” which you can pair with a weird $59 cross-body strap. It starts at $999.

  • The iPhone 17 has a faster A19 chip, an improved smart selfie camera, and a higher-resolution screen. It starts at $799.

  • The iPhone 17 Pro has a new design, ever-faster A19 Pro chip, a tougher ceramic shield on the front and back, better cameras, and a bigger battery that gets an extra 10 hours of video playback compared to its predecessor. It costs $100 more than the previous generation, but the minimum storage has doubled to 256 gigabytes. It starts at $1,099.

  • The iPhone 17 Pro Max starts at $1,199.

  • The AirPods Pro 3 have AI-powered live translation, a new heart rate sensor, eight hours of battery life, and improved active noise cancellation. The new AirPods can also track workouts, and Apple says they are built to fit more people’s ears with a new design and foam ear tips. They start at $249.

  • The Apple Watch Series 11 has 5G, a new high blood pressure detection feature, improved sleep tracking, a more scratch-resistant face, and 24 hours of battery life.

  • The entry-level Apple Watch SE 3 gets 5G, new health-tracking features, and an always-on display. It starts at $249.

  • The chunky Apple Watch Ultra 3 has an impressive 42-hour battery life, satellite communications for emergencies, and a brighter and bigger display. It starts at $799.

tech

Nebius soars after signing a 5-year deal with Microsoft to supply nearly $20 billion worth of AI computing power

Artificial intelligence infrastructure group Nebius jumped more than 50% in early trading on Tuesday after the company announced after the close on Monday a major deal to supply computing power for Microsoft’s AI operations.

Under the agreement, Nebius — which rose from the ashes of Russian tech giant Yandex — will provide Microsoft “access to dedicated GPU infrastructure capacity in tranches at its new data center in Vineland, New Jersey over a five-year term.” The New Jersey data center has a capacity of 300 megawatts. The total contract value through 2031 is $17.4 billion, though, if further capacity is required, the contract value could rise to $19.4 billion.

The deal represents a sizable portion of Microsofts proposed annual capital expenditure on AI, which is expected to reach $120 billion by the end of fiscal 2026.

Nebius and competitor CoreWeave are both on the short list of startups that Nvidia has invested in. Nvidia’s small stake in the former is now worth about $120 million.

Under the agreement, Nebius — which rose from the ashes of Russian tech giant Yandex — will provide Microsoft “access to dedicated GPU infrastructure capacity in tranches at its new data center in Vineland, New Jersey over a five-year term.” The New Jersey data center has a capacity of 300 megawatts. The total contract value through 2031 is $17.4 billion, though, if further capacity is required, the contract value could rise to $19.4 billion.

The deal represents a sizable portion of Microsofts proposed annual capital expenditure on AI, which is expected to reach $120 billion by the end of fiscal 2026.

Nebius and competitor CoreWeave are both on the short list of startups that Nvidia has invested in. Nvidia’s small stake in the former is now worth about $120 million.

Latest Stories

Sherwood Media, LLC produces fresh and unique perspectives on topical financial news and is a fully owned subsidiary of Robinhood Markets, Inc., and any views expressed here do not necessarily reflect the views of any other Robinhood affiliate, including Robinhood Markets, Inc., Robinhood Financial LLC, Robinhood Securities, LLC, Robinhood Crypto, LLC, or Robinhood Money, LLC.