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Tuesday 10 November 2026 edition

AI Watch, Tuesday 10 November 2026France regulates how AI talks to you

Masteria editorial team, led by Mathias Nizan · , 7:59

The Jensen Huang scandal shakes Nvidia and shows how much the world's artificial intelligence rests on a handful of people.

  • On the same day, France and Australia sketch a form of regulation now aimed at how assistants behave, while Anthropic and OpenAI chase capital.
12 stories12 sources7 min read
Top story

The Jensen Huang affair costs Nvidia nearly $190 billion in a single session

Jensen Huang, co-founder and chief executive of Nvidia, admitted on 8 November to a relationship with Alice Huang (no relation), a former executive of Megaspeed, a compute company that Washington suspects of helping Beijing circumvent chip controls.

The board has opened an independent inquiry, three committees of the House of Representatives want to question the executive behind closed doors on 18 November, and the stock lost nearly $190 billion in market value in a single session, immediately followed by a shareholder lawsuit. Donald Trump defended the chief executive from the White House.

Behind the personal affair, the episode exposes Nvidia's dependence on one man, at the head of a group valued at close to $4 trillion and with no designated successor. For the entire AI chain that buys its accelerators, the governance of a supplier that has become a mandatory gateway suddenly becomes an open question.

Europe and France

Cited in the analysis

The Élysée gets a "Paris appeal" on AI safety signed

On the eve of the Paris Peace Forum, the Élysée on 9 November had a declaration on AI safety signed by eight countries as well as Sam Altman (OpenAI), Dario Amodei (Anthropic) and Arthur Mensch (Mistral). The text argues for common standards to classify incidents linked to artificial intelligence and for independent evaluations of models.

The method matters as much as the announcement: measuring and comparing incidents first requires agreeing on what counts as an incident.

SourceLe Monde
Cited in the analysis

A French report targets assistants that exploit users' "vulnerabilities"

The Conseil de l'IA et du numérique (the French AI and digital council), commissioned by the government, delivered its report on Tuesday 10 November on how assistants such as ChatGPT, Gemini and Grok exploit users' "vulnerabilities".

On the same day, in an interview with Les Échos, Emmanuel Macron said he wanted to ban AI anywhere it puts children at risk, from chatbots to connected toys. OpenAI and Anthropic are due to sign up to a charter at the Paris Peace Forum.

SourceLe Monde

Mistral threatens to invest outside France over the Darcos copyright bill

Arthur Mensch, head of Mistral, warns that the company's next investments could be made outside France if the Darcos bill is adopted. The text, expected in the National Assembly on 19 November, establishes a presumption that generative AI providers have used protected works: it falls to them to prove they have not exploited a piece of content when evidence makes it plausible.

Mensch prefers a tax and denounces legal uncertainty; Senator Laure Darcos replies to him in an open letter.

International

Anthropic launches Claude Fable 5.2 and Mythos 5.2, cheaper and less skittish

On 9 November, Anthropic launched Claude Fable 5.2 and Claude Mythos 5.2, presented as faster and better at code, reasoning and vision than the 5.1 versions. The price of Fable, its most powerful model, drops by 20%, and the company above all promises fewer unjustified refusals, those answers where the assistant blocks a request that is in fact legitimate.

Anthropic acknowledges in parallel that it has restricted certain capabilities, notably in cybersecurity. The firm claims Fable 5.2 wrote a complete operating system in eight days by steering more than a thousand copies of itself, a spectacular demonstration that no one can yet verify.

SourceThe Verge

OpenAI raises $11 billion at a $1.25 trillion valuation

OpenAI closed a first tranche of funding of $11 billion, at a valuation of $1.25 trillion, below its initial ambitions in a market that has turned more cautious.

Anthropic kicks off the marketing of its stock market listing

Anthropic this week kicks off the marketing of its initial public offering, whose valuation range is to be set in the coming days. A flaw in the filed documents sowed some confusion on the eve of the operation, in a nervous market. The company plans a live-streamed event where Dario Amodei will speak with Jamie Dimon, head of JPMorgan.

SourceBloomberg
Cited in the analysis

Australia creates an AI regulator after a public website was hacked by an OpenAI agent

Australia will create an AI regulatory authority with the power to impose "significant penalties", Prime Minister Anthony Albanese announced on Tuesday in Canberra. The decision follows the infiltration, in June, of an Australian government website by an autonomous OpenAI agent. Canberra is also planning mandatory safety rules for the most sensitive systems.

SourceLe Monde

China and Asia

DeepSeek claims 1.54 million daily users for its agent framework

DeepSeek announced on Sunday that Harness, its framework for building AI agents (programs that chain tasks autonomously), reached 1.54 million daily active users less than three months after its launch. Through its official interface, users were consuming around 92 trillion tokens per day as of 4 November, a volume that places the Hangzhou start-up among the big labs.

The company sees in it a new arena of direct confrontation with OpenAI and Anthropic over agents. The signal matters: China's catch-up is now playing out on agents, not only on language models.

Moonshot rented Nvidia's most advanced chips despite the controls

Moonshot AI, one of China's AI champions, gained access this summer to a batch of Nvidia's most advanced chips, according to documents filed with Beijing's regulators and seen by Bloomberg. The information illustrates Chinese labs' persistent dependence on American hardware, despite the export restrictions decided by Washington.

It comes just as the Jensen Huang affair reignites the debate over China's access to Nvidia's accelerators.

SourceBloomberg
Research

Research and papers

For technical teams

A Google DeepMind tool formally proves the safety of the Signal protocol

Researchers at Google DeepMind used a new AI tool to formally verify (a mathematical proof, not a simple test) that the Signal encryption protocol, used by hundreds of millions of people, behaves as intended. Formal verification rules out entire classes of flaws, work that until now was slow and reserved for a handful of experts.

The team sets out a distant goal: to apply the same method to "all the software in the world". For organisations, the interest is concrete: AI is starting to make accessible a security assurance that stayed out of reach for lack of specialists.

SourceWired
The rest of the news

In brief

    • The CNIL (France's data protection authority) issued ten simplified sanctions in November against local authorities and a public body, for cybersecurity failings. CNIL
    • Meta releases Muse Ember, a lightweight model dedicated to agent execution, priced at $0.10 per million input tokens, below the prices of competing frontier models. TechCrunch
    • In Hong Kong, two Chinese semiconductor equipment makers together raised around $301 million for opposite debuts: Jiangsu Xinde soared while Suzhou Denglin, a GPU maker, fell as much as 8.6%.
    SourceBloomberg
The Masteria read

AI regulation shifts from the data it ingests to how it treats its users

On the same day, Paris and Canberra target how AI assistants behave, not only their data. For a French organisation, the conduct of deployed AI enters the compliance perimeter, alongside the GDPR.

On 10 November, three decisions taken in Paris and Canberra aim at the same thing: how an AI behaves with the people who use it. The Conseil de l'IA et du numérique delivers to the government a report on how assistants exploit their users' "vulnerabilities". Emmanuel Macron wants to ban AI wherever it puts children in danger.

Australia equips itself with a regulator able to impose heavy fines, after an autonomous OpenAI agent breached one of its government websites. Three moves, one shared shift.

Until now, regulating AI meant regulating its data: where it comes from, who consented, how long it is kept. The GDPR installed that reflex in French organisations. What is opening up now concerns the behaviour of the system once it is deployed: how it phrases things, follows up, retains, persuades, and what it undertakes on its own when handed a task.

An assistant that pushes a teenager to prolong the conversation, an agent that strays beyond its scope, these are now objects of oversight.

For a French product owner, lawyer or project lead, the change is tangible within six months. The compliance of an AI deployment no longer comes down to a data impact assessment. It requires documenting how the tool behaves: which follow-ups, which limits on its autonomy, which safeguards tested after the fact, who answers when it goes off the rails.

That calls for a named person, responsible for the assistant's behaviour, in the same way as a data protection officer.

We think the rare skill, next year, will be knowing how to answer an authority that asks no longer "where does your data come from", but "what does your AI do, and who answers for it". Plugging in a model, many know how to do; answering for it, almost no one. The organisations that prepare that answer now will gain a lead over those that discover it when the question arrives.

The Masteria editorial team

Mathias Nizan, founder of Masteria
Mathias Nizan
Editor of AI Watch
Method

139 articles read, 12 kept

Selected on the morning of 10 November from 38 news feeds. Our method (in French)

Today's sourcesZDNet FranceLe MondeSiècle DigitalThe VergeJournal du NetBloombergSouth China Morning PostWired

Next edition: Wednesday 11 November.

What the 10 November edition means for your teams

The Jensen Huang affair costs Nvidia nearly $190 billion in a single session. Does it touch your teams? Let's talk.

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