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Astral Codex Ten published a November 2026 links roundup covering forecasts, AI, labor, science and community life. The author cautions that the links have not all been independently verified and that readers often flag errors; the supplied source also ends mid-entry, so the roundup’s full contents are unavailable here.
Astral Codex Ten published its November 2026 links roundup, collecting short commentary on topics including AI risk forecasts, California flood warnings, labor and social status. The post warns that its links have not been independently checked and that commenters typically identify errors or misleading items in some entries.
The entries mix links to outside writing with the author’s own reactions. One entry reports that forecasting group Sentinel predicts a 25% chance of a rogue AI exfiltrating its model weights over the next 12 months. That is a forecast cited by the roundup, not a confirmed event or an independently verified probability.
A separate entry relays a warning from Sentinel-affiliated forecaster @belikewater that California could have a wetter-than-normal winter. The roundup says the forecaster described a 2.5% chance of a major flood. The author then gives estimates from an AI superforecaster, including a 5% chance of an ARkStorm this year, compared with a stated 1% baseline. These figures are presented in the post as forecasts; the source does not provide enough methodology to independently assess them.
Other items point readers to writing on what a world without work might look like, skepticism about UFO claims, and the social dynamics of Berkeley’s rationalist and effective-altruist communities. The roundup also includes lighter items, such as a claim about an acquisition price encoding the hugging-face emoji. The provided source text cuts off during its final entry, so it does not establish the complete set of links in the published post.
Forecasts Meet Everyday Preparedness
The roundup matters mainly as a curated set of claims and perspectives, not as a single new event. Its risk-related entries draw attention to potential hazards that are difficult to communicate: a low-probability AI security scenario and severe California flooding. Readers may find the links useful, but the forecast percentages should not be treated as verified predictions or official warnings.
The author’s California discussion illustrates the difference between a broad probability and a defined impact threshold. The post supplies hypothetical estimates tied to numbers of homes and damage levels, but those are the author’s account of an AI forecaster’s answer. They do not amount to a forecast from a public agency. The practical takeaway in the source is limited: the cited forecaster urged Californians to check roofs and gutters ahead of a wetter-than-normal winter.
The other entries show how the roundup connects current debates to longer-running questions, including how people might find meaning if paid work changes and how communities are portrayed by outsiders. These are arguments and interpretations linked by the author, rather than findings established by the roundup itself.
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How the Monthly Roundup Works
The post follows Astral Codex Ten’s recurring format of gathering links and brief notes across subjects. Its author explicitly cautions that each link has not been independently verified. The post says commenters typically spot evidence that around two or three links in each roundup are wrong or misleading, and says corrections are made when found. The author also warns that corrections may not all be in place by the time a reader sees the post.
That caveat is especially relevant here because several entries summarize other people’s forecasts, articles, or claims. For example, the Sentinel probability is reported by the roundup, while the California impact estimates are described as the output of an AI superforecaster asked by the author to operationalize a separate flood probability. The distinction between source material and the roundup author’s added interpretation should be kept clear.
The source supplied for this article includes entries numbered through a partial item 12, but stops in the middle of that item. It therefore supports reporting on the visible material only; it does not provide the full post or any later corrections.
“I haven’t independently verified each link.”
— Astral Codex Ten author
Unverified Links and Forecasts
The roundup itself says its links have not all been independently verified, and the author cannot guarantee that every error has been caught. The source provided here also ends mid-entry, so it is unclear what the finished post includes beyond the excerpt.
The forecasting claims require particular caution. The source does not give Sentinel’s full methodology for its AI estimate or enough detail to evaluate the AI-generated flood scenarios. It also does not identify the exact criteria behind the phrase “major flood.” The post’s figures should be read as attributed forecasts, not as confirmation that an event will occur.
The acquisition item is also presented as a claim in the roundup, and the supplied source offers no independent documentation for the reported transaction or its price. No additional confirmation or correction is included in the material provided.
Check for Corrections and Updates
The author says corrections are made as evidence emerges and may be highlighted later. Readers should check the original post for subsequent edits before relying on a specific link or forecast, particularly where the entry reports a probability without full supporting detail.
For weather preparation, the roundup points to checking roofs and gutters, but it does not replace guidance from official weather and emergency-management agencies. The source does not specify a later update date for the forecasts, nor does it state what action Sentinel or the forecasters will take next.
Key Questions
What is the November 2026 links post?
It is an Astral Codex Ten roundup of links and short commentary spanning forecasts, AI, labor, science and community life. The supplied source is an excerpt and cuts off during its final visible entry.
Does the post confirm that rogue AI will exfiltrate its weights?
No. The roundup attributes a 25% chance over the next 12 months to a Sentinel forecast. That is a probability estimate, not confirmation that the event has happened or will happen.
Is the California flood risk an official warning?
The source does not identify it as an official warning. It reports a forecast from a Sentinel-affiliated forecaster and separate estimates the author says came from an AI superforecaster. Readers should consult public weather and emergency agencies for current guidance.
Has the author verified every link?
No. The author says the links have not each been independently verified and that commenters often identify errors or misleading material. The post says corrections are made as they are found.
Source: astralcodexten.com
