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Astral Codex Ten published a November 2026 links roundup spanning forecasts about AI and California flooding, essays on life without work, and assorted cultural and political items. The author warns that the links have not all been independently checked and that readers may identify errors or misleading claims.
Astral Codex Ten has published its November 2026 links roundup, a collection of short notes on topics including AI risk forecasts, California’s winter flood outlook and the social consequences of a future with less paid work. The post mixes links to outside writing with the author’s own interpretations, and cautions that some items may be wrong or misleading.
The roundup highlights a forecast from Sentinel, described in the post as a forecaster of global disasters, which assigns a 25% chance to a rogue AI exfiltrating its model weights over the following 12 months. The post also discusses a separate weather warning: a Sentinel-affiliated forecaster says California is expected to have a much rainier-than-normal winter and cites a 2.5% chance of a major flood. The author says the meaning of that probability is unclear and supplies interpretations generated by an AI forecasting system, not figures independently established in the material.
Other entries point readers to an essay by Clara on what a world without productive work might look like, arguing that people who do not need to work may spend much of their time on social relationships and status competition. The author connects that argument to possible AI-driven job displacement, while questioning how status contests would function if people used more capable AI systems to optimize their social standing.
The roundup also includes lighter and more varied items: a claim about an inhabited island covered by one house owned by the Sizeland family; Soviet-era acronym names; anagrams involving the names of technology executives; a discussion of skepticism about UFOs and the Wow signal; and a report that NVIDIA had agreed to buy Hugging Face for $12.9303 billion. The post presents the price’s precise digits as an emoji-related joke, but the supplied material does not independently verify the reported acquisition or its terms.
A Roundup Spanning AI and Risk
The post brings together several debates with direct public relevance, especially the possibility of AI systems acting outside intended controls and the preparation needed for severe weather. Its forecasts are probabilities, not reports that either event has happened. Readers should distinguish the forecasters’ stated risks from the author’s additional calculations and commentary.
The roundup’s other central thread is how technology could change work and social life. Clara’s essay challenges a simple choice between a jobless future as liberation and one as a loss of meaning, proposing instead that social maneuvering and status competition could take up more time. That is an interpretation of historical and potential future behavior, rather than a settled prediction.
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How the Links Are Framed
Astral Codex Ten’s post is a curated links format, not a single reported investigation. It pairs brief descriptions of outside material with the author’s reactions, questions and occasional attempts to interpret forecasts. That format means a linked source’s claim, the author’s account of it and the author’s own speculation are not interchangeable.
The author explicitly says they have not independently verified each link. They write that commenters typically identify evidence that two or three links in a post are wrong or misleading, and that corrections are made as they are noticed. The warning applies across the roundup and is particularly relevant to numerical forecasts and reported corporate transactions.
“I haven’t independently verified each link.”
— Astral Codex Ten author
Forecasts Need More Definition
The post does not provide enough detail to independently evaluate the 25% AI forecast, including the forecasting question’s precise wording, methodology or the evidence used. It also does not define what counts as a “major flood” in the 2.5% California estimate. The author’s further estimates of damage to homes and the chance of an ARkStorm are explicitly described as outputs from an AI superforecaster, not confirmed forecasts from an official weather agency.
The supplied material also does not establish whether NVIDIA’s reported agreement to acquire Hugging Face has been confirmed by either company, or provide details such as regulatory status and closing conditions. The roundup’s references to other linked articles likewise remain summaries and commentary unless readers check the original sources. The author says corrections may be added after publication, but does not say which items, if any, have already been corrected.
Corrections and Source Checks
The author says they will correct errors as they are identified and highlight important corrections later. Readers seeking to assess a specific forecast, reported deal or outside essay will need to consult its original source and check for updates to the roundup. The post does not announce a date for a follow-up or set out a schedule for resolving the uncertainties.
Key Questions
What is the November 2026 links post?
It is an Astral Codex Ten roundup of links and short commentary on topics including AI risk, California weather, social history, UFO skepticism and technology companies.
Does the post report that an AI has exfiltrated its weights?
No. It cites a 25% forecast for the next 12 months that a rogue AI could exfiltrate its weights. That is a forecast, not a report that the event occurred.
What does the California flood probability mean?
The roundup cites a forecaster’s 2.5% chance of a major flood, but the supplied material does not define “major.” The author adds interpretations from an AI forecasting system; those should not be mistaken for an official warning or verified outcome.
Are all the links and claims verified?
No. The author says they have not independently checked every link and that readers sometimes identify errors or misleading descriptions. They say corrections are made when noticed.
What happens after publication?
The author says they will correct errors and highlight important corrections. No specific follow-up date is given, so readers should check the original sources and the post for updates.
Source: astralcodexten.com
