Physical AI Is Where July’s Money Went. No Benchmark Measures It.

Japan’s trillion yen program says "physical AI", and July’s smallest rounds say the same thing. The tell is not the money, it is the partner lists. Here is how to read an applied AI deal, and the benchmark that does not exist yet.

The New AI Pitch Is Not Smarter. It Is 1,664 Tokens Per Second.

Three launches in three weeks led with speed and price instead of capability. That is what happens when agents, not chatbots, become the workload. Here is the number to ask vendors for, and the tell that says the capability gap has already closed.

The Chip Was Never the Moat. The Software That Boots It Is.

A $15M seed round is trying to make any AI chip inference-ready automatically. If it works, the scarcity everyone is pricing moves somewhere else, and here is the tripwire to watch for it.

The Hard Part Is No Longer Training the Model. It Is Serving It.

Moonshot shipped a competitive model and ran out of GPUs in 48 hours. The most interesting companies in AI right now sit between the chip and the model, and almost nobody is pricing them.