The Polylog AI Intelligence Brief

Morning Edition · Sunday, November 1, 2026

Markets

Anthropic's S-1 shows $16.3 billion in first-half revenue, an $80.7 billion net loss and noncancelable compute contracts with its own investors

Second-quarter revenue of $11.6 billion more than doubled the first quarter, and Anthropic's largest disclosed compute contracts run at least $114.5 billion with Google, $110.0 billion with Amazon Web Services and $44.9 billion with Microsoft.

11 sources

Tech

OpenAI says a model refuted the Exponential Time Hypothesis, and the hypothesis's authors are now checking the proof

The claimed disproof passed a Lean formalization within a day, while Anthropic's separate report of 17 Claude-designed scorpion-toxin binders demonstrates binding but no neutralization.

8 sources
Plausible

Tech

Chainalysis says an attacker used AI agents to breach it, a week after a refusal-stripped DeepSeek cyber model went on sale

The crypto-tracing firm says customer names, emails and job roles were exposed but not case files or credentials, and the top openly available model on one cyber benchmark is now sold with its refusals removed.

6 sources
Plausible

Tech

DeepSeek's V4.1-Flash paper cuts the global KV cache to 890 bytes per token for a 552-billion-parameter model

Cross-layer cache reuse and 4-bit (FP4) storage of the key-value (KV) cache cut the cache held in high-bandwidth memory (HBM) to about a quarter of V4-Flash's, the weights ship under an MIT license, and the result lowers the price floor that closed APIs charging $4 and $1.25 per million input tokens must compete against.

7 sources
Plausible

Tech

Anthropic adds its hidden text watermark to Mythos 5, Opus 4.7, Opus 4.6 and Sonnet 4.6 on November 3

On the two 4.6 models the mark applies only when developers leave sampling parameters at their defaults, so changing one parameter removes it.

6 sources

Geopolitics

Claude is blocking accounts verified with Russian passports, including those of Russians living in supported countries

Complaints spread from October 29 after identity checks through Persona that require an ID upload and face match, and some users say they were charged for a month just before the block.

7 sources
Plausible

Tech

OpenAI rebuilds its Model Spec around five values and retires most of its detailed style rules

The October 29 revision tells the model to weigh faithfulness to intent, harm minimization, honesty, human agency and care where no explicit rule applies, and it now calls the model "GPT" instead of "the assistant".

4 sources

Tech

Nvidia removes the RTX 5080 from its US store after the RTX 5090, as graphics memory shortages push street prices toward $2,000

Retail coverage attributes the withdrawal to scarce GDDR7 and to Nvidia directing silicon toward AI accelerators, and a 24 GB RTX 5080 is rumored for as soon as December.

6 sources

Tech

Anthropic removes the five-hour session limit on Claude Ultra as Google folds Jules into Antigravity

Verified $200-a-month accounts can now run coding sessions until their weekly allowance runs out, and a free open course on agent harness design has passed 22,000 GitHub stars.

5 sources

Tech

Meta's SAM 3 and DINOv3 run on 300 A100s inside the Energy Department's Genesis Mission imaging pipeline

Berkeley Lab's SYNAPS-I project fine-tuned the open models on government infrastructure, and Meta says some analyses fell from a month to 15 minutes.

5 sources

Tech

Pika releases H3 Flex, a six-step open video and audio model post-trained on MiniMax's H3

The 33-billion-parameter model is distilled from 50 sampling steps to six and ships as two LoRA adapters on the Chinese base model, and it ranks seventh on DesignArena's text-to-video board.

6 sources

World

Oxford and DeepMind survey of 8,234 workers finds 16% to 29% would keep working even with 120% of their salary guaranteed

India showed the highest share at 28.8% against 16.0% in the UK, and the median worker needed a guaranteed income of 60% to 80% of salary before agreeing to quit, depending on why they work.

4 sources