In three lines

Published

1

Anthropic reported third-quarter revenue of $17bn and an operating loss of $567m, and put its commitments at $895.4bn, almost all for computing.

2

Brent fell 7.63% to $104.77 on hopes of an Iran deal, and a US official later confirmed defensive strikes on Iranian targets in the Strait of Hormuz.

3

MIT researchers showed GPT-6 Astra editing 0.016% of a small model’s weights without gradients, lifting its MATH-500 score from 7.9% to 48.1%.

Must-readAI

GPT-6 Astra edits a small model’s weights and lifts its maths score

Four MIT researchers report that a frontier model can read and rewrite neural network weights without gradients or training. Critics call the claim overstated.

Full story
Broadcom tops Anthropic’s compute commitments at $161bn Largest named commitments in the amended IPO filing, $bn, approximate
Broadcom $161.0bn Google $121.0bn SpaceX AI unit $120.5bn Amazon $110.0bn

Source: Anthropic filing, via Yahoo Finance.

Broadcom leads with about $161bn of equipment leases, ahead of Google at about $121bn. The figure for SpaceX’s AI unit, $120.5bn, is a ceiling, and Amazon follows at $110bn.

François Cholletcreator of Keras

Chollet says language models turn every sentence into a punchline

Chollet wrote that a grating habit of language model prose is turning each sentence into a witty slogan, with no regard for which sentences need emphasis.

Yann LeCunexecutive chairman of AMI and professor at New York University

LeCun argues that humans and animals mostly do not think in words

LeCun said words are discrete objects associated with thoughts, and that the sense of thinking verbally is an illusion.

Anthropic swings to a $567m operating loss with $895.4bn of commitments

Anthropic’s amended IPO filing shows third-quarter revenue of $17bn, up from $11.6bn in the second quarter, and an operating loss after one profitable quarter.

· Fortune · Yahoo Finance

Anthropic says it may soon meet its threshold for AI-driven acceleration

New risk language in the filing says Anthropic may imminently meet its policy’s definition of progress dramatically accelerated by AI, while no current model is designated above that threshold.

· TechCrunch

SemiAnalysis launches GDPx, where the best model scores 12%

The new agent benchmark covers 206 tasks in 11 domains, including finance and quant trading. Claude Opus 5.5 leads at 12.0%, with Gemini 4 Carbon at 10.9% for about a third of the cost.

· GDPx · Unite.AI

OpenAI raises its top bug bounty to $172,000 and plans a security sprint

OpenAI said it will use its own models in an internal sprint with Cathedral Systems to find and fix vulnerabilities, and more than quadrupled rewards for critical findings.

OpenAI on X · AlphaSignal
New on arXiv this week
Probability

Variance-adaptive Chernoff bounds: nonasymptotically valid, asymptotically sharp confidence sets for unbounded means

Ramdas and Martinez-Taboada

Closed-form, nonasymptotically valid intervals for sub-Gaussian means under martingale dependence match the Gaussian width \(\sigma z_{1-\alpha/2}/\sqrt{n}\) to first order, adapting to the true standard deviation.

arXiv:2610.42058 ·
Reasoning and inference

Does Reasoning Make Language Models Agree?

Gorecki and Hardt

Across nine models and three classification tasks, enabling reasoning raises agreement between models, while individuals who elicit longer reasoning traces receive less consistent predictions.

arXiv:2610.41691 ·
Quantitative finance

Expected shortfall estimation and capital coverage under overlapping scenarios

Aichele et al.

Overlapping multi-day scenarios shift expected shortfall estimates systematically downward, weakening capital coverage. Serial dependence acts the same way and heavy tails amplify both effects.

arXiv:2610.41624 ·
Probability

When is the deepest drawdown also the longest?

Wu

For random walks with positive drift, the deepest and longest drawdown episodes are eventually distinct under light tails but coincide with probability tending to one under heavy tails.

arXiv:2610.41990 ·

Oil falls more than 7%, then the US strikes Iranian targets near Hormuz

WTI settled at $96.46 and Brent at $104.77 on Monday on hopes of a deal with Iran. After the close, a US official told AP of defensive strikes in the Strait of Hormuz.

WTI crude futures, front month, $ a barrel$96.46
Daily closes, 4 May to 2 Nov 2026 · Yahoo Finance, Reuters
· Reuters, via Yahoo Finance · Associated Press

Chip stocks lose $400bn in a day as Marvell agrees $115bn Lumentum deal

The PHLX Semiconductor index closed at 10,328.33 on Monday. About 7 in 10 S&P 500 stocks rose, yet the index fell 0.51%, with Intel down 8.8%.

PHLX Semiconductor index, daily close10,328.33
Daily closes, 4 May to 2 Nov 2026 · Yahoo Finance
· Yahoo Finance: the chip rout · Yahoo Finance: the deal

Apple posts record September quarter as memory costs squeeze its outlook

Apple reported revenue of $114.48bn, up 12%, in John Ternus’s first results as CEO, and warned of lower margins in the holiday quarter. Shares ended the extended session down 2.81%.

· 9to5Mac: the results · 9to5Mac: the shares

US manufacturing index rises to 55.5% with prices still at 75.2%

The ISM manufacturing index rose a percentage point in October, its tenth month of expansion, with production at its highest since November 2021 and the prices index still elevated.

· Institute for Supply Management