first fix2

inference.py

@@ -16,15 +16,21 @@ def detect_text(text):
         "possible_sources": None
     }
 
-def detect_image(url):
-    image = load_image_from_url(url)
-    score = image_model.predict(image)
-    return {
-        "type": "image",
-        "ai_probability": score,
-        "generation_type": "diffusion",
-        "possible_sources": None
-    }
+def detect_image(url: str):
+    try:
+        image = load_image_from_url(url)
+        score = image_model.predict(image)
+        return {
+            "url": url,
+            "ai_probability": float(score),
+            "generation_type": "diffusion",
+            "possible_sources": None
+        }
+    except Exception as e:
+        return {
+            "url": url,
+            "error": str(e)
+        }
 
 # batch detect
 def detect_page(texts, images):

preprocessing.py

@@ -11,8 +11,12 @@ def clean_text(text: str):
 
 
 def load_image_from_url(url: str):
-    response = requests.get(url, timeout=10)
-    response.raise_for_status()
+    headers = {
+        "User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64)"
+    }
+
+    response = requests.get(url, headers=headers, timeout=10)
+    response.raise_for_status()  # будет ловить ошибки 4xx/5xx
 
     image = Image.open(BytesIO(response.content)).convert("RGB")
     return image