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Buyers Balk, Builders Barrel On

Banks try to resell $500 million of AI data-center loans at a discount, the same day Anthropic, Nvidia and Mavria keep the buildout moving.

4 min read · 983 words · 12 sources
The interior atrium of ING House, ING Group's headquarters in Amsterdam
“ING is trying to sell $500 million of the loans it wrote for AI's data centers, months before most of that debt even comes due. Does a bank that resells its own loan still believe in the business it financed?”

Ten stories moved today, and half of them are about money getting careful. ING wants to sell loans it wrote for AI's data centers. A private-equity chief admits he struggles to price what a GPU is worth in three years. Anthropic opened its IPO roadshow anyway, and Nvidia, Mavria and OpenAI kept shipping new work.

Read the ten together and one pattern shows. Builders keep moving at full speed. Financiers slow down to check the math behind what they already lent.

A $500 Million Loan at a Discount

ING put 12 data-center loans up for auction this week1. The portfolio is worth about $500 million, with bids due Nov. 19. One slice, worth $25 million, backs a Stargate site in New Mexico tied to OpenAI's deal with Oracle.

Hank Calenti, a global markets strategist at SMBC, said the sale "could be business as usual, or financiers looking to exit before the door shuts". The auction follows a quieter September. New AI lending already slowed from its summer peak.

A Stargate slice is 5 percent of ING's $500 million loan sale

Dollar size of ING's data-center loan auction, 12 loans, bids due Nov. 19, 2026

The magenta wedge is the $25 million slice tied to a Stargate site in New Mexico; the gray wedge is the rest of the $500 million portfolio.

Data through Nov. 6, 2026.

Source: CNBC [1]. Chart by Ryan Elliott Dennis.

The numbers behind this chart
ItemValue
Stargate, New Mexico slice$25M
Whole$500M

Builders Still Avoid the Depreciation Math

Ares Management passed on a round of GPU-backed financing this fall2. Chief executive Michael Arougheti told investors on an earnings call: "I, for one, personally do not know how to underwrite the decline and depreciation curves on that type of technology".

Blue Owl Capital's Marc Zahr took the opposite view in a separate interview: "Bank selectivity is a technical imbalance, not a fundamental one. A tremendous amount of financing came to market in a short period, and when supply increases that fast, pricing adjusts until more capital comes in"3. Both men describe the same lending slowdown now moving through the industry. They just sit in different seats at the table.

Ares Management's global headquarters at 2000 Avenue of the Stars in Los Angeles
Ares Management's headquarters in Los Angeles, where chief executive Michael Arougheti says he struggles to price GPU-backed loans.Hathaway Dinwiddie / Wikimedia Commons, CC BY-SA 4.0

Anthropic Opens Its Roadshow at a Lower Number

Dario Amodei's company began pitching its IPO to investors this week5. It aims to price before Thanksgiving. Bankers are now discussing a valuation near $1.1 trillion to $1.3 trillion, down from talk of $2 trillion before a broader stock selloff.

Anthropic's range would still rank it among the largest U.S. listings in years. A live-streamed event with Amodei and JPMorgan chief Jamie Dimon follows on Nov. 13. Companies save that kind of staging for a deal they still want to land.

Anthropic's IPO talk falls from $2 trillion toward $1.1 trillion

Valuation discussed by investors, before and after November's stock selloff

The top bar is what bankers discussed before the selloff; the bottom two bars are the low and high ends of the range bankers discuss now.

Data through Nov. 10, 2026.

Source: Investing.com [5]. Chart by Ryan Elliott Dennis.

The numbers behind this chart
ItemValue
Talk before the selloff$2T
Bankers' range now, high end$1.3T
Bankers' range now, low end$1.1T

A Second Breach Hits Notion and Cursor

Fireworks AI has a second breach on its hands6. The company is helping Notion, Cursor and other customers contain it, five weeks after the first one.

An Oct. 24 intrusion through a cloud provider reached its development machines. Chief executive Lin Qiao posted her own account of the first incident: "We identified a security incident involving unauthorized use of internal Fireworks credentials. We contained the incident, revoked the credentials, and notified all identified affected customers directly". The second breach went further. It reached incomplete model weights and a batch of Notion AI chat transcripts.

Natasha Mascarenhas@nmasc_

NEW: Fireworks is working with Notion, Cursor and other customers to contain a security incident involving compromised customer data — marking its second breach in just weeks.https://t.co/h9JyOs7Yf6

Open on X (opens a new tab)

A TechCrunch reporter's post names the two customers Fireworks AI is helping through its second breach in weeks.Post by Natasha Mascarenhas (@nmasc_) on X, Nov. 9, 2026

OpenAI Puts Its Enterprise Tool on Amazon's Shelf

Starting Nov. 9, companies can buy ChatGPT Enterprise straight through the AWS Marketplace7. The listing lets a buyer draw the purchase down against cloud spending it already committed to Amazon.

Buyers keep the same models and features they would get through a direct OpenAI contract, with one bill instead of two. Companies can also reach ChatGPT for Healthcare and ChatGPT for Financial Services the same way. OpenAI gains a sales channel into budgets that sat behind Amazon's own purchasing rules.

A Robot Learns From Five Tries Instead of Thousands

Nvidia showed GR00T 2 at the CoRL robotics conference in Austin this week8. The model finished 40 of 50 test tasks with zero task-specific examples. Across all 50 tasks, its success rate climbed to 95 percent once it got five demonstrations each.

The jump matters: most factories get only a handful of tries to teach a robot a job. Foxconn and Siemens are already testing the model on their own production lines.

ASIMO, a humanoid robot Honda built to work in factory settings
Honda's ASIMO, pictured in 2011, is the kind of humanoid hardware labs now train with models like Nvidia's GR00T 2.Vanillase / Wikimedia Commons, CC BY-SA 3.0

Three Ex-Energy Officials Build on an Assembly Line

Mavria launched Nov. 9 with $130 million raised and a $1 billion valuation9. Founders Adam Blake, Seth Cohen and Nick Poradek all left the U.S. Department of Energy. Blake and Cohen had helped carry out President Trump's nuclear executive orders there.

Their product, Terrain, ships as a 5-megawatt data-center unit built on a factory floor. Mavria's design aims to reach a site faster than a custom build does. Construction on the first unit continues in Houston. Testing starts in early 2027.

Claude Gets Better at Twice Last Year's Pace

METR is an independent AI safety research group. It estimates Anthropic now improves its models about twice as fast as it did a year earlier10. The group credits roughly 80 percent of that gain to the lab's own use of AI tools in its research. Anthropic redacted the detailed evidence METR said mattered most.

Korea Ships a Chip That Skips the Cloud

DeepX taped out its second chip, the DX-M2, on Samsung's 2-nanometer process this week11. The chip runs AI models with up to 20 billion parameters on 5 watts of power. Its low draw lets a factory robot reason on the shop floor, apart from any distant data center. A CES 2027 innovation award followed days later.

Mickey Mouse Heads to a Fan's Prompt Box

Disney will stream curated, fan-made Sora videos on Disney Plus12. A three-year OpenAI license covers more than 200 characters. The deal pairs a studio's intellectual property with a system OpenAI builds and runs, a bet other studios are now watching closely.

The Production Operations Center at Walt Disney Studios in Burbank, California
The Production Operations Center at Walt Disney Studios in Burbank, where Disney now plans fan-made Sora videos for its streaming service.Myrna Litt / Wikimedia Commons, CC BY 2.0

What to watch

Watch the ING auction's Nov. 19 deadline. A sale near par would back Zahr's case. Arougheti's case gets stronger if the discount runs steep.

Anthropic's own price matters too, whether it lands nearer $1.1 trillion or $1.3 trillion next week. Bankers are reading that gap as an early verdict on every AI valuation still to come.

Sources

  1. Hugh Leask, "AI debt concerns grow as ING reportedly seeks buyers for $500 million of data center loans," CNBC, Nov. 6, 2026, https://www.cnbc.com/2026/11/06/ing-ai-data-center-loans-debt.html
  2. Ellen DiMauro, "AI chip financing hits a wall," Semafor, Nov. 9, 2026, https://www.semafor.com/article/11/09/2026/ai-chip-financing-hits-a-wall
  3. Andrew Coen, "With Data Centers, Lenders Are Getting a Lot More Selective," Commercial Observer, Oct. 27, 2026, https://commercialobserver.com/2026/10/data-center-financing-risks-2026/
  4. Royal Ibeh, "Wall Street quietly freezes data center loans ahead of $13.4bn AI debt wall," BusinessDay NG, Nov. 9, 2026, https://businessday.ng/technology/article/wall-street-quietly-freezes-data-center-loans-ahead-of-13-4bn-ai-debt-wall/
  5. "Anthropic IPO targets November debut as valuation expectations fall," Investing.com, Nov. 10, 2026, https://www.investing.com/news/stock-market-news/anthropic-ipo-targets-november-debut-as-valuation-expectations-fall-93CH-5012800
  6. "Fireworks AI discloses new breach after cloud provider hack," Bleeping Computer, Nov. 9, 2026, https://www.bleepingcomputer.com/news/security/fireworks-ai-discloses-new-breach-after-cloud-provider-hack/
  7. "ChatGPT Enterprise now available in AWS Marketplace," OpenAI, Nov. 9, 2026, https://openai.com/index/chatgpt-enterprise-aws-marketplace/
  8. "NVIDIA launches GR00T 2 and Isaac Lab 3.0 at CoRL," The Robot Report, Nov. 9, 2026, https://www.therobotreport.com/nvidia-launches-gr00t-2-isaac-lab-3-0-corl/
  9. Shannon Harwood, "Modular Data Center Startup Mavria Raises $130M, but Grid Hookups Remain Unproven," Tech Times, Nov. 10, 2026, https://www.techtimes.com/articles/330369/20261110/modular-data-center-startup-mavria-raises-130m-grid-hookups-remain-unproven.htm
  10. Associated Press, "Anthropic rapidly accelerating AI development amid slowdown calls, group says," ABC News, Nov. 8, 2026, https://abcnews.com/Technology/wireStory/anthropic-rapidly-accelerating-ai-development-amid-slowdown-calls-137885082
  11. "New AI chip made using Samsung's 2nm tech uses just 5 watts of power," SamMobile, Nov. 10, 2026, https://www.sammobile.com/news/deepx-ai-chip-use-samsung-2nm-tech-uses-5-watts-power
  12. "Disney+ Will Stream Fan-Made Sora AI Videos Using Licensed Characters," Yahoo Entertainment, Nov. 5, 2026, https://www.yahoo.com/entertainment/movies/articles/disney-stream-fan-made-sora-165424741.html

Header photo: Xenan / Wikimedia Commons, CC BY-SA 3.0

In the market

AmazonAMZN

Market value $2.88 trillion

$266.66 −0.29% since the last close

NvidiaNVDA

Market value $3.93 trillion

$162.85 −2.01% since the last close

Prices from Yahoo Finance, read with yfinance, and delayed. This is a record of price, not investment advice.

Where this story happensAustin and Houston
  • Austin United States
  • Houston United States

Map: Natural Earth land through world-atlas, drawn by Ai Lately.

Cite this piece

Ryan Elliott Dennis, "Buyers Balk, Builders Barrel On," Ai Lately, Nov 10, 2026, https://ailately.com/articles/the-signal-brief-nov-10

Tags: AI debt · data centers · Anthropic IPO · Fireworks breach · Nvidia GR00T 2

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