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Chips & Infrastructure

Apple wants to prove your iPhone photos aren't AI slop

The Stack

Apple wants to prove your iPhone photos aren't AI slop

Apple's launch event was mostly hardware, but the most consequential announcement was defensive: a way to prove a photo came out of a camera and not a model. Here's what shipped, and what it changes. Apple is shipping cryptographic proof of provenance on the iPhone 18 Pro. When you press the shutter, the main camera sensor also captures signed sensor data, and Apple's Private Cloud Compute turns it into a reference image — Apple's own phrase is a "digital negative" — that you can view in…

AI 101 — What is a diffusion language model?

The Stack

AI 101 — What is a diffusion language model?

A diffusion language model writes text the way an image generator paints a picture: it starts with a block of noise and refines the whole thing over several passes, instead of typing one word at a time left to right. Almost every AI you have used does the typing. This is the main rival design, and in the last week it went from research curiosity to something running real phone calls and coding agents. The reason it is in the news is Inception's Mercury 2.5 release, which the company calls the…

Chanos asks why Nvidia sells the GPUs if renting them is this good

The Arena

Chanos asks why Nvidia sells the GPUs if renting them is this good

Jensen Huang says Nvidia's compute is "fungible, durable and highly rentable." One of Wall Street's best-known short sellers heard that and asked the obvious question: then why are you selling it? Two days later the argument has become the cleanest framing yet for the AI capex question. Jim Chanos, who called Enron, replied to Huang's X post with four words that cut straight to the accounting: "Then why not rent them out yourself?

DeepSeek plans a 160,000-chip Huawei cluster in Inner Mongolia

The Arena

DeepSeek plans a 160,000-chip Huawei cluster in Inner Mongolia

Monday's stories are about what happens after the models ship: a Chinese lab committing to domestic silicon at a scale nobody has attempted, a record graduating class walking into a hiring market AI is quietly reshaping, and a retailer giving away its AI stack to move more hardware. DeepSeek plans to install at least 160,000 Huawei Ascend 950DT accelerators at a data center it is building in Inner Mongolia, according to people familiar with the matter — a deployment that would rank among the…

China's office agents: 20% of users burn 87% of the compute

The Everyday

China's office agents: 20% of users burn 87% of the compute

A million-user desktop agent just opened its logs, and the numbers say agent adoption is nothing like the chatbot curve. Also: OpenAI takes its newsroom AI program to Ukraine. China's first office-agent behavior report is out, and usage is extremely top-heavy. Published in Beijing on September 7, the report draws on real user data from LobsterAI, an open-source desktop office agent from a major Chinese tech company that passed one million users in August.

AI 101 — What is a transformer?

The Frontier

AI 101 — What is a transformer?

A transformer is the neural network design almost every modern AI system is built on — an architecture that lets a model look at every word in its input at once and decide which other words matter for understanding it. That mechanism is called attention, and it is the reason AI went from clunky to conversational. The name comes from a 2017 paper by eight researchers at Google, titled "Attention Is All You Need." Before it, language models read text one word at a time, in order, like someone…

A blacklisted server giant shipped $5.6B of US AI gear through its Valley subsidiary

The Guardrails

A blacklisted server giant shipped $5.6B of US AI gear through its Valley subsidiary

The New York Times spent months on shipping manifests and came back with the cleanest map yet of how export controls actually fail: not at the border, but at the name on the door. Inspur, blacklisted by the US since 2023, moved at least $5.6 billion of advanced technology out of the United States between April 2024 and February 2026 — including more than $3 billion of Nvidia Blackwell servers — through a Silicon Valley subsidiary the government never listed.

Anthropic has signed for 14.8 GW of compute — and maybe $517 billion

The Arena

Anthropic has signed for 14.8 GW of compute — and maybe $517 billion

Two numbers landed late on a Sunday and both of them are about the same thing: the AI industry is no longer buying chips, it's buying the grid. Anthropic's decade-long compute bill is now large enough to be its own economy, and OpenAI says its researchers are officially working alongside machines. Anthropic has locked in at least 14.8 gigawatts of compute capacity since October, and may spend as much as $517 billion over the next decade, according to an analysis of its agreements by The…

Deep Dive — A think tank just put bombs on the table in the AGI race

The Guardrails

Deep Dive — A think tank just put bombs on the table in the AGI race

A Washington think tank published a paper last week arguing that the United States should think through how it would blow up Chinese data centers. Not sanction them, not out-compete them — destroy them with conventional munitions, in the event that Beijing looks close to artificial general intelligence and Washington does not. The report is "Superpowers and AGI," published August 27 by the Center for a New American Security.

Microsoft's Project Zenith runs 30B models on dev PCs

The Stack

Microsoft's Project Zenith runs 30B models on dev PCs

Microsoft is making local AI inference a hardware requirement, not a hobbyist trick. Its new developer PCs ship preconfigured to run 30-billion-parameter models on-device — a bet that a growing class of devs would rather own their inference than rent it by the token. Microsoft unveiled Project Zenith, a factory-applied developer configuration for a new class of Windows 11 machines designed to run 30B+ parameter models locally and unmetered.

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