While I’m pro LLMs over junior developers. The other issue with LLMs is even the most junior developer will learn your business context over time.
In my case, in consulting (cloud + app dev), I just start the AGENTS.md file with a summary of the contract (the SOW), my architectural diagram and the transcript of my design review with the customer.