There should be a setting to include specific files in every prompt/context. I’m using zed and when you fire up an agent / chat it explicitly states that the file(s) are included.
Are you sure? If so then your harness is doing something wrong. AGENTS.md doesn't need to be read deliberately by the model, it forms part of the starting prompt.