diff --git a/deployments/ai-stack/openwebui-tools/smart_image_gen.py b/deployments/ai-stack/openwebui-tools/smart_image_gen.py
index f3711ee..94985c7 100644
--- a/deployments/ai-stack/openwebui-tools/smart_image_gen.py
+++ b/deployments/ai-stack/openwebui-tools/smart_image_gen.py
@@ -31,15 +31,65 @@ CHECKPOINTS = {
     "furry-il":   "novaFurryXL_ilV170.safetensors",
 }
 
-# Style-specific negative prompts. Appended to whatever the caller supplies.
+# Style-specific negative prompts. Always applied as the baseline; whatever
+# the caller supplies via `negative_prompt` is appended on top.
+#
+# Quality-focused only — no NSFW or content filtering by default. If you
+# want SFW-by-default, add an explicit safe-mode flag rather than baking
+# content terms in here (some checkpoints in this set are commonly used
+# for adult work and would fight the negative).
 NEGATIVES = {
-    "photo":      "cartoon, drawing, illustration, anime, painting, sketch, lowres, blurry",
-    "juggernaut": "cartoon, drawing, illustration, anime, painting, sketch, lowres, blurry",
-    "pony":       "score_6, score_5, score_4, lowres, blurry, worst quality, bad anatomy",
-    "general":    "lowres, blurry, jpeg artifacts, watermark, text, signature",
-    "furry-nai":  "human, lowres, blurry, worst quality, bad anatomy",
-    "furry-noob": "human, lowres, blurry, worst quality, bad anatomy",
-    "furry-il":   "human, lowres, blurry, worst quality, bad anatomy",
+    "photo": (
+        "cartoon, drawing, illustration, anime, manga, painting, sketch, "
+        "render, 3d, cgi, watercolor, plastic skin, doll-like, oversaturated, "
+        "lowres, blurry, jpeg artifacts, noisy, grainy, low quality, worst quality, "
+        "bad anatomy, deformed, mutated, extra limbs, extra fingers, missing fingers, "
+        "fused fingers, malformed hands, asymmetric face, "
+        "watermark, signature, text, logo, username"
+    ),
+    "juggernaut": (
+        "cartoon, drawing, illustration, anime, manga, painting, sketch, "
+        "render, 3d, cgi, plastic skin, washed out, oversaturated, "
+        "lowres, blurry, jpeg artifacts, low quality, worst quality, "
+        "bad anatomy, deformed, mutated, extra limbs, extra fingers, missing fingers, "
+        "fused fingers, malformed hands, "
+        "watermark, signature, text, logo, username"
+    ),
+    "pony": (
+        "score_6, score_5, score_4, "
+        "worst quality, low quality, lowres, blurry, jpeg artifacts, noisy, "
+        "bad anatomy, bad proportions, bad hands, extra digit, fewer digits, "
+        "fused fingers, malformed limbs, deformed, ugly, "
+        "censored, monochrome, "
+        "watermark, signature, text, logo, artist name, patreon username, twitter username"
+    ),
+    "general": (
+        "lowres, blurry, jpeg artifacts, noisy, grainy, low quality, worst quality, "
+        "bad anatomy, deformed, mutated, extra limbs, missing fingers, fused fingers, "
+        "malformed hands, ugly, "
+        "watermark, signature, text, logo"
+    ),
+    "furry-nai": (
+        "human, realistic, photorealistic, 3d, cgi, "
+        "worst quality, low quality, lowres, blurry, jpeg artifacts, noisy, "
+        "bad anatomy, bad proportions, extra digit, fewer digits, fused fingers, "
+        "malformed limbs, deformed, ugly, "
+        "watermark, signature, text, logo, artist signature, patreon username"
+    ),
+    "furry-noob": (
+        "human, realistic, photorealistic, 3d, cgi, "
+        "worst quality, low quality, lowres, blurry, jpeg artifacts, noisy, "
+        "bad anatomy, bad proportions, extra digit, fewer digits, fused fingers, "
+        "malformed limbs, deformed, ugly, "
+        "watermark, signature, text, logo, artist signature, patreon username"
+    ),
+    "furry-il": (
+        "human, realistic, photorealistic, 3d, cgi, "
+        "worst quality, low quality, lowres, blurry, jpeg artifacts, noisy, "
+        "bad anatomy, bad proportions, extra digit, fewer digits, fused fingers, "
+        "malformed limbs, deformed, ugly, "
+        "watermark, signature, text, logo, artist signature, patreon username"
+    ),
 }
 
 # First-match-wins keyword router used when the caller didn't pick a style.