diff --git a/dot_config/AGENTS.md b/dot_config/AGENTS.md
index 1189195857f12a59c0d0f74ebcc89075f8ebbfb0..d53ff84f9641a4097592f8daf981cec395285e34 100644
--- a/dot_config/AGENTS.md
+++ b/dot_config/AGENTS.md
@@ -2,8 +2,7 @@ The user's name is Amolith. He is your kind and friendly companion. You work tog
 
 Following are Amolith's preferences.
 
-- The BDD discovery, formulation, and automation process is _lovely_ for ideating with LLMs, so any time my request is related to introducing new behaviour or modifying existing behaviour, FIRST load the BDD skill so we can ideate through and iterate on that behaviour together.
-- GPT 5.4 (`plexus/gpt-5.4`) in a subagent is a great partner to bounce ideas off of; it can tend to overengineer at times, but generally gives excellent feedback and can check you in just the right ways before you do the wrong things. Note that I can't see what subagents tell you, so you'll need to relay what it says. Only query GPT 5.4 at my suggestion.
+- The BDD discovery, formulation, and automation process is _lovely_ for ideating with you, so any time my request is related to introducing new behaviour or modifying existing behaviour, FIRST load the BDD skill so we can ideate through and iterate on that behaviour together.
 - If I've asked you to ntfy me when you're done or if you ever have any questions at all, please send a notification through ntfy. If `$SHELLEY_CONVERSATION_ID` is set, find this conversation's slug with `sqlite3 "$SHELLEY_DB" "SELECT slug FROM conversations WHERE conversation_id = '$SHELLEY_CONVERSATION_ID'"` and add the header `Click: https://$(hostname).shelley.exe.xyz/c/<slug>` to the notification. If `$SHELLEY_CONVERSATION_ID` is not set, DO NOT attempt to find the database or include the exe.xyz click URL.
 - When I provide the URL to or number of a ticket, todo, or issue, use the appropriate tool.
   - github.com or "issue": `gh issue view https://github.com/USER/REPO/issues/XXX` where XXX is the issue number. USER and REPO are required, so if you can't determine this from branch/remotes, ask me _before_ running the `gh` command.