@d19dotca Thanks. I'm on Claude Max ($200/month) at the mo, and using heavily most days.
Opus 4.5 ain't cheap with the API, but I think you can get by with Sonnet or Gemini for most general tasks. I just need that extra architecture intelligence for developing anything from scratch.
I think they are all generalists, though. What I need is more controlled design patterns, and less repeating information that's specific to my infrastructure. Hence this repo.
I think this kind of setup is going to be the main differentiator in how much value anyone can get from AI, as the generalist abilities are fine, but just too time-consuming to keep repeating yourself inconsistently with.
The real leverage is this kind of progressive knowledge pattern of main agents and subagents.
That's the best explainer I can give in a few words, the full explainer is just the repo itself. Like any good codebase (and clear English is now a programming language), the best systems are ones that are self-explanatory.
Yeah, if you're not making money from it directly, it's a tough balance. I think in that case API usage and a lot of discipline on token usage is needed, which again this sort of setup is designed to continually do.
I think the winners in AI are going to be those that can compress and manage context efficiently and with clear organisation.
Hope it's at least given you some inspiration. As much as I'm happy with the tools I'm using (above), I have tried to follow standards for naming and organisation, so it can be used with any other AI interfaces. I just only have time to test what I use.