The DeepSeek R1 algorithm works. And it’s spreading. You can download the code, run it on your own server or PC, and see results that differ from those on Chinese-hosted versions. DeepSeek means that everyone, from researchers in São Paulo to start-ups in Stockholm and doctors in Nairobi, can access state-of-the-art AI at little to no cost. You just need a $2,000 machine with 512GB RAM to run DeepSeek R1 locally, generating 3.5–4 tokens per second.
Source: DeepSeek is a wake-up call for the music industry – and its data goldmine




The leading AIs from companies like OpenAI and Anthropic essentially teach themselves from the ground up with huge amounts of raw data—a process that typically takes many months and tens of millions of dollars or more. By drawing on the results of such work, distillation can create a model that is almost as good in a matter of weeks or even days, for substantially less money.
DeepSeek’s emergence is changing the landscape for AI, offering companies access to the technology at a fraction of the cost, according to interviews with more than a dozen startup executives and investors. It also has the potential to push other AI companies to improve their models and bring down prices. Europe’s tech startups had struggled to adopt the new technology at the same rate as U.S. rivals, which have easier access to funding.
