diff --git a/AGENTS.md b/AGENTS.md
index 5236a00cffb..a8bacbd5e8c 100644
--- a/AGENTS.md
+++ b/AGENTS.md
@@ -171,6 +171,9 @@
 - Reuse existing model classes, blocks, ops, and helper modules when appropriate.
   Before implementing a new version of a model component, search the existing
   model code for a class or helper that already provides the behavior.
+- Model detection code that inspects linear weight shapes should only use the
+  first dimension. The second dimension may be half the original size for
+  NVFP4 or other 4-bit quantized models.
 - Avoid adding `einops` usage in core inference code. Use native torch tensor
   ops such as `reshape`, `view`, `permute`, `transpose`, `flatten`, `unflatten`,
   `unsqueeze`, and `squeeze` instead.
diff --git a/comfy_api_nodes/nodes_bytedance.py b/comfy_api_nodes/nodes_bytedance.py
index a6788355538..58307290dae 100644
--- a/comfy_api_nodes/nodes_bytedance.py
+++ b/comfy_api_nodes/nodes_bytedance.py
@@ -2611,7 +2611,7 @@ def define_schema(cls) -> IO.Schema:
         return IO.Schema(
             node_id="ByteDanceSeedAudio",
             display_name="ByteDance Seed Audio 1.0",
-            category="api node/audio/ByteDance",
+            category="partner/audio/ByteDance",
             description=(
                 "Generate speech, music, sound effects and multi-speaker dialogue from a single prompt "
                 "with ByteDance Seed Audio 1.0. Describe the voice(s), emotion, ambience, background music "