I've used this pattern on two separate codebases. One was ~500k LOC apache airflow monolith repo (I am a data engineer). The other was a greenfield flutter side

I've used this pattern on two separate codebases. One was ~500k LOC apache airflow monolith repo (I am a data engineer). The other was a greenfield flutter side project (I don't know dart, flutter, or really much of anything regarding mobile development). All I know is that it works. On the greenfield project the code is simple enough to mostly just run `/create_plan` and skip research altogether. You still get the benefit of the agents and everything. The key is really truly reviewing the documents that the AI spits out. Ask yourself if it covered the edge cases that you're worried about or if it truly picked the right tech for the job. For instance, did it break out of your sqlite pattern and suggest using postgres or something like that. These are very simple checks that you can spot in an instant. Usually chatting with the agent after the plan is created is enough to REPL-edit the plan directly with claude code while it's got it all in context. At my day job I've got to use github copilot, so I had to tweak the prompts a bit, but the intentional compaction between steps still happens, just not quite as efficiently because copilot doesn't support sub-agents in the same way as claude code. However, I am still able to keep productivity up. ------- A personal aside. Immediately before AI assisted coding really took off, I started to feel really depressed that my job was turning into a really boring thing for me. Everything just felt like such a chore. The death by a million paper cuts is real in a large codebase with the interplay and idiosyncrasies of multiple repos, teams, personalities, etc. The main benefit of AI assisted coding for me personally seems to be smoothing over those paper cuts. I derive pleasure from building things that work. Every little thing that held up that ultimate goal was sucking the pleasure out of the activity that I spent most of my day trying to do. I am much happier now having impressed myself with what I can build if I stick to it.