Unlike junior developers, llms can take detailed instructions and produce outstanding results at first shot a good number of times.
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.