In one filing, Anthropic warned that AI could soon start accelerating its own progress — while committing nearly $900 billion to the computing power to stay in the race.
The Warning in the Filing
Anthropic’s amended SEC prospectus says future models may imminently meet its Responsible Scaling Policy definition of dramatically accelerated progress attributable to AI. The company has not designated any current model as crossing the threshold and is still assessing the data. It has in the past not identified a significant acceleration until after it happened, a candid admission that frames the warning as both a forecast and a lesson in how hard such turning points are to spot in real time.
What Recursive Self-Improvement Means
Recursive self-improvement, often shortened to RSI, describes AI systems that help design, build or improve successive generations of AI. If each generation becomes better at that work, progress could compound faster than a purely human-led research cycle would allow. That is why the prospectus language matters: it is not only about a smarter chatbot, but about the pace at which AI itself could start driving further advances.
A Pledge to Keep Humans in Control
Alongside the warning, Anthropic says it does not anticipate safely using Claude to fully autonomously design and build successive frontier models without meaningful human supervision, and it is considering safety-policy updates. The pledge is meant to keep humans in control of the most consequential steps, even as AI takes on more of the research and engineering work.
Marvell Bets $115 Billion on Light
Marvell agreed to buy Lumentum in an all-stock deal with a $115 billion enterprise value including debt and about $80 billion in equity value. Under the terms, Lumentum shareholders would receive 4.5 Marvell shares per Lumentum share. The deal is expected to close in the first half of 2028, subject to approval by shareholders and regulators. The two companies share a major investor in Nvidia. If completed, Marvell shareholders would own about 67 percent of the combined company and Lumentum shareholders about 33 percent. The bet is on light: optical technology that moves data faster and more efficiently through the data centers powering AI.
Anthropic’s IPO Math
The filing also puts numbers behind Anthropic’s scale and its enormous infrastructure ambitions, while market reports point to pressure on the price investors are willing to pay.
- Third-quarter revenue about $17 billion, up from about $11.6 billion
- Sequential growth about 47 percent, down from 144 percent
- Purchase commitments and leases about $895.4 billion, nearly all for computing and infrastructure
- Valuation now weighed about $1.5 trillion, down from roughly $2 trillion
A Global Twist to the Offering
The offering also has a global twist: Anthropic is planning an Australian retail offer via Commonwealth Securities, with no ASX listing. The shares would trade under the Nasdaq ticker ANT, and the offering is expected before Thanksgiving. The Wall Street Journal report cited valuation pressure to $1.5–$1.6 trillion, underscoring how the sheer size of the compute commitments is reshaping the IPO debate.
The Delay Risk: China Adds Latency
For Marvell, the biggest timing risk may be regulatory. Reuters Breakingviews warns that a China review could push closing to August 2028, well beyond the first-half target. That kind of latency matters in a fast-moving AI hardware market, where the value of a deal can shift while approvals are still pending.
What It All Adds Up To
Taken together, the stories point in the same direction: AI is getting more powerful, more expensive to build, and more entangled with global markets and regulators. Anthropic is warning about self-accelerating progress while spending at a scale few companies can match, and Marvell is betting that light-based connections will carry the next wave of AI computing — if the deal can clear its final hurdles on time.
Sources
- Anthropic RSI warning in amended IPO filing: TechCrunch
- Marvell buys Lumentum for $115B: TechCrunch
- Anthropic IPO valuation pressure, compute commitments, and Australian retail offer: Reuters
- Marvell deal faces China review latency: Reuters
Adapted from the November 3, 2026 episode of Daily Tech and AI.
Daily Tech and AI is AI-voiced and produced by Angelo Ruiz.
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