diff --git a/@platform/codebase/@features/content-ingestor/.env.example b/@platform/codebase/@features/content-ingestor/.env.example
index 15caa66..d34e71f 100644
--- a/@platform/codebase/@features/content-ingestor/.env.example
+++ b/@platform/codebase/@features/content-ingestor/.env.example
@@ -16,9 +16,13 @@ MACSYNC_PG_URL=postgres://readonly@black.lan:25436/macsync
 # storage_key to a fetchable object URL (MinIO presigned / mac-sync server route).
 MACSYNC_OBJECT_BASE_URL=http://black.lan:3201/objects
 
-# --- Classifier: @model-boss vision (apricot GPU) ---
-MODEL_BOSS_BASE_URL=http://apricot.lan:4505
-MODEL_BOSS_VISION_MODEL=qwen3-vl-8b-instruct
+# --- Classifier: @model-boss vision coordinator (apricot GPU) ---
+# The classifier POSTs the contrastive primitive /v1/vision/score (verified live;
+# there is NO server-side /score_image_rubric route — that's an MCP-only helper).
+# Model must be `vision`-category (siglip2-so400m, what imajin-semantic uses); a
+# `vlm` like qwen3-vl-8b-instruct is the wrong category for the contrastive scorer.
+MODEL_BOSS_BASE_URL=http://apricot.lan:8210
+MODEL_BOSS_VISION_MODEL=siglip2-so400m
 MODEL_BOSS_TIMEOUT_MS=60000
 
 # --- Sink: platform.api (data plane on black:3060) ---