In the Responses API, you can implicitly chain messages with `previous_response_id` (I'm not sure how old a conversation you can resurrect that way). But I think Codex CLI actually sends the full context every time? And keep in mind, sending the whole context gives you fine-grained control over what does and doesn't appear in your context window.
Anyways, if it nerd sniped you, I succeeded. :)