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November 10, 2026
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Breaking: Anthropic IPO Faces Chinese Open Source Wave

As Anthropic prepares a 2.5 to 3 trillion dollar listing, Chinese models and the rise of Pirate Face challenge its control over the AI market.

By Lorenzo Marshall ·

Illustration for: Breaking: Anthropic IPO Faces Chinese Open Source Wave
Server racks with blue indicator lights line a dimly lit data center aisle.

Anthropic is preparing an initial public offering that projects a valuation between 2.5 trillion dollars and 3 trillion dollars. This figure stands in stark contrast to the company's current financial reality, which includes a deficit of about 500 billion dollars and annual revenue of less than 20 billion dollars. The company carries compute commitments to partners like Amazon and Google of up to 900 billion dollars. The core question for investors is how a company losing such a massive amount of money can command a valuation in the trillions. The answer lies in the company's aggressive strategy to control the market before the public listings of its competitors become a reality.

The fight over who controls AI has intensified with the arrival of advanced Chinese models. Kimi from Moonshot AI, DeepSeek, Qwen from Alibaba, and models from Xiaomi are flooding the open source market. These companies are willing to give their models to the public to increase innovation. Kimi K3 has started to outperform the Opus 5 models from Anthropic. This performance has forced Anthropic to rely on its proprietary strengths while trying to limit the spread of these open alternatives. The threat is not just about performance but about distribution and access for developers around the world.

The internet has responded to these new models by quantizing them down to make them usable on smaller machines. Models that once required massive server farms can now run on Mac Studios, A100 cards, and RTX Nvidia models. This shift has changed the economics of running large language models. A single Nvidia RTX Pro 6000 graphics card can hold about 15 to 20 light users running at 60 to 70 tokens per second. It can also support 1 to 2 heavy coding users running Claude Code at 40 to 50 tokens per second. These numbers assume constant use twenty four hours a day.

The cost of entry remains high for individual developers and small businesses. An RTX Pro 6000 retails at 20,000 dollars and does not include the servers, switches, CPUs, or electricity needed to run the machines. Buying the cards from Nvidia direct at a wholesale price of 3,000 to 4,000 dollars, the GPU alone takes about 10 months of a heavy user paying 200 dollars a month to pay back. The breakeven point for light users paying 20 dollars a month is similar. Most light users will not use the chat for more than a few hours a day, which stretches the bandwidth number, but the acquisition cost stays huge. Nvidia drives demand up and lowers supply, giving all its supply to large players like Anthropic and OpenAI.

Nvidia agreed to acquire Hugging Face, the platform where most open AI models are distributed, for 12.9 billion dollars. Hugging Face makes about 150 to 200 million dollars a year in its peak years, making the price about 70 times its revenue. The stated reason for the deal was CUDA, the software that runs all these models. The deeper reason was control of the distribution of models on the market, especially the open source market. This acquisition has given Nvidia significant leverage over how models are shared and accessed by the global developer community.

After the acquisition, advanced models were deleted from distribution on the Hugging Face platform. Anything over a quant 4, meaning advanced and capable of beating out Claude's models, was removed. The 4 bit, 6 bit, 8 bit, and 16 bit full sized models were banned from the platform. Developers on Discord rallied to stop the censorship and corporate overreach. They opened Pirate Face, a place where you can upload and download all models. However, this was not before the large 400 gigabyte models at quant 3 and higher were scrubbed from the network.

Anthropic demanded that Congress ban Chinese models because of national security. The real goal was to control the market and protect its bottom line. The company recently did a publicity stunt by releasing media that AI will take over the world. This came when one of its disgruntled employees, Jacob Coxon, quit amidst his disappointment in AI. The panic worked, and Congress passed a bill that now bans any government and its affiliates from using any Chinese models. Anthropic is trying to pass bills that would stop other companies like Verizon from launching their own AI models in house.

Anthropic released Fable 5 in June 2026, and the government forced them to take it down. Fable 5 and Mythos 5 were released on June 9, 2026. Anthropic suspended access to them worldwide on June 12, 2026, after the U.S. Department of Commerce issued an export control directive. The models were solving too many problems, and Anthropic pulled them off the shelf. This was not about winning the AI race; it was about controlling the AI race. The suspension highlighted the power dynamics between the government and the leading AI labs.

In recent months Anthropic has been suspending users with absurd reasons like abuse, potential fraud, and usage violations. The appeal process is useless because it is fully run by bots, and as soon as they kick you off they will not reactivate the account. Once Anthropic goes public, the suspensions will multiply 100 times or 1000 times because it will have deep pockets and access to unlimited funds. The end user will not be important to them. Anthropic does not make money off of daily users, and it sure as heck does not make money off of heavy users.

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