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VirtueSig
Latest on Artificial Intelligence, Large Language Models, Transformers, and Chip Innovations.

About VirtueSig

VirtueSig is an independent publication covering artificial intelligence — the people building it, the capital flowing into it, and the consequences of letting it loose on the world.

Why we're here

The transformer architecture is, plausibly, one of the most consequential discoveries of the modern era. Not on the level of the wheel or the printing press, but on a shorter list with the Haber–Bosch process. Nitrogen-based fertilizers fed an extra four billion people. Large language models, agentic systems, and the broader stack of frontier AI are likely to reshape comparable amounts of human work, knowledge, and economic structure within our lifetimes.

That is an extraordinary claim. It deserves extraordinary reporting.

What we cover

  • Frontier model releases and what they actually change
  • Compute markets, chip supply, and data-center power
  • The capital stack — who is funding whom, and where the dollars are flowing in circles
  • AI policy, safety, and the institutions trying to govern the technology
  • The labs, the startups, the open-source projects, and the people behind them

What "clear-eyed" means here

We are enthusiastic about the technology and skeptical of the marketing. The same era that produced the transformer has produced more circular financing than any technology cycle in living memory — GPU vendors investing in cloud providers that buy their GPUs to rent to model labs that the GPU vendor has also invested in. Some of those flows are genuine demand. Some are revenue laundering. Telling them apart is the job.

Likewise: benchmarks are gamed, valuations are narrative-driven, "agentic" is doing a lot of work in some marketing copy, and several frontier-lab claims have not aged well. We try to note this when it matters, and we link to the primary sources so you don't have to take our word for it.

How to support us

Subscribing is free. You get the full archive plus new pieces in your inbox as we publish them. If you have a tip, a correction, or a strong disagreement, the editorial inbox is on the contact page.