This is a new paradigm for interacting with Claude that is significantly more "inline" with all the other human activity org-wide. Once you do all of the under the hood engineering work to make this "just work" (e.g. across tools, integrations, compute environments, memory, security, etc.), Claude basically joins the team in a seamless way - you can talk to it as you would talk to a person and it can help with a very large variety of workloads.
Imo this is the 3rd major redesign of LLM UIUX. The first paradigm was that the LLM is a website you go to, the second was that it is an app you download to your computer. This third one is that it is a self-contained, persistent, asynchronous entity with org-wide tools and context, working alongside teams of humans. It really takes a while to wrap your head around it, but it works and it is awesome.
imo, there are no shortcuts to becoming good at building for the physical world - you learn with experience
yes AI can accelerate the process, but end of the day, the laws of physics & math rule 🤷♀️
in the modern era consistency is likely the only thing that can’t be faked.
you can fake intensity, fake competence for a sprint, or even fake a single brilliant output. esp with ai.
but consistency is still integral over time. it’s the one signal that requires actually being the thing rather than performing it for an audience. this applies to art, science, & relationships.