While the service binds to the localhost address at 127.0.0[.]1:11434 by default, it's possible to expose it to the public internet by means of a trivial change: configuring it to bind to 0.0.0[.]0 or a public interface.
One of the really interesting findings was the median date when developers started using AI tools. They found it was April 2024, which corresponds fairly neatly to Claude 3 coming out and Gemini 2.5 coming out. This is really the dawn of the reasoning or thinking models, and around that same time, we got much better at tool-calling. For coding tasks, you really need to be able to leverage external information in order to problem solve,
Now that we've compressed nearly all human knowledge into large language models, the next frontier is tool calling. Chaining together different AI tools enables automation. The shift from thinking to doing represents the real breakthrough in AI utility. I've built more than 100 tools for myself, & they work most of the time, but not all the time. I'm not alone. Anthropic's Economic Index report reveals that 77% of business use of Claude centers on full-task automation, not co-piloting.