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I built a Claude Code plugin that teaches it how to work with Ruby - picks the right version manager, reads the right docs, connects to Ruby LSP. I think we will eventually have community maintained bridges between AI agents and the language ecosystem.

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Did you find CC doing better using the multi-agent (role) model? I haven't tried it so am just curious

I’ve found subagents to be powerful as they have their own context window and so tend to work well performing a very specific “focussed” task. Also it’s cool that you can then ask CC to spawn multiple (it will spawn up to 10 in parallel)

The main CC agent coordinates and collects the results but without the pollution of the exact implentstion details of each agents work, so good for large cross cutting tasks, eg adding types across a whole gem say