refactor

minerva.ipynb

@@ -65,7 +65,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -82,6 +82,8 @@
     "]\n",
     "\n",
     "llm_config = {\n",
+    "    \"cache_seed\": 42,\n",
+    "    \"temperature\": 0,\n",
     "    \"config_list\": config_list,\n",
     "    \"timeout\": 120,\n",
     "}"
@@ -89,7 +91,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -108,7 +110,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -123,13 +125,6 @@
     "        system_message=config['ocr_agent']['assignment'],\n",
     "        llm_config=llm_config\n",
     "    )\n",
-    "\n",
-    "    url_agent = autogen.AssistantAgent(\n",
-    "        name=\"URL_Agent\",\n",
-    "        description=\"Checks if a URL is safe\",\n",
-    "        system_message=config['url_agent']['assignment'],\n",
-    "        llm_config=llm_config\n",
-    "    )\n",
     "   \n",
     "    content_agent = autogen.AssistantAgent(\n",
     "        name=\"Content_Analyst\",\n",
@@ -155,7 +150,6 @@
     "    user_proxy = autogen.UserProxyAgent(\n",
     "        name=\"user_proxy\",\n",
     "        is_termination_msg=lambda x: \"COMPLETE\" in x.get(\"content\", \"\"),\n",
-    "        #is_termination_msg=lambda x: x.get(\"content\", \"\") and x.get(\"content\", \"\").rstrip().endswith(\"TERMINATE\"),\n",
     "        human_input_mode=\"NEVER\",\n",
     "        max_consecutive_auto_reply=10,\n",
     "    )\n",
@@ -170,8 +164,6 @@
     "    def url_checker (url: str) -> str:\n",
     "        return tools.is_url_safe(url)\n",
     "\n",
-    "\n",
-    "    #return ocr_agent, url_agent, content_agent, decision_agent, summary_agent, user_proxy\n",
     "    return ocr_agent, content_agent, decision_agent, summary_agent, user_proxy"
    ]
   },
@@ -184,13 +176,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [],
    "source": [
     "class ScamDetectionWorkflow:\n",
     "    def __init__(self):\n",
-    "        #self.ocr_agent, self.url_agent, self.content_agent, self.decision_agent, self.summary_agent, self.user_proxy = create_agents()\n",
     "        self.ocr_agent, self.content_agent, self.decision_agent, self.summary_agent, self.user_proxy = create_agents()\n",
     "        \n",
     "    def analyze(self, image_path):\n",
@@ -198,23 +189,13 @@
     "        \"\"\"\n",
     "        \n",
     "        groupchat = autogen.GroupChat(\n",
-    "            #agents=[self.ocr_agent, self.url_agent, self.content_agent, self.decision_agent, self.summary_agent, self.user_proxy],\n",
     "            agents=[self.ocr_agent, self.content_agent, self.decision_agent, self.summary_agent, self.user_proxy],\n",
     "            messages=[],\n",
     "            max_round=15,\n",
-    "            #speaker_selection_method=\"round_robin\",\n",
+    "            speaker_selection_method=\"auto\",\n",
     "        )\n",
     "        manager = autogen.GroupChatManager(groupchat=groupchat, llm_config=llm_config)\n",
     "\n",
-    "        # 2. URL Agent: Check if a URL is safe\n",
-    "        #messages = self.user_proxy.initiate_chat(\n",
-    "        #    manager,\n",
-    "        #    message=f\"\"\"\n",
-    "        #    1. OCR Agent: Extract text from this image: {image_path}\n",
-    "        #    2. Content Agent: Evaluate the messaging and claims\n",
-    "        #    3. Decision Maker: Synthesize all analyses and make final determination\n",
-    "        #    4. Summarize the findings\"\"\",\n",
-    "        #)\n",
     "        messages = self.user_proxy.initiate_chat(\n",
     "            manager,\n",
     "            message=f\"\"\"does the content of the image in {image_path} represent a scam?\"\"\",\n",
@@ -225,7 +206,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -241,17 +222,33 @@
    ],
    "source": [
     "image_path = \"./samples/02.giftcard.message.scam.png\"\n",
-    "#image_path = \"./samples/74.customer.service.twitter.scam.png\"\n",
-    "#image_path = \"./samples/42.amazon.email.scam.png\"\n",
-    "#image_path = \"./samples/22.giveaway.email.scam.png\"\n",
-    "#image_path = \"./samples/32.multifactor.email.scam.png\"\n",
-    "#image_path = \"./samples/39.paypal.email.scam.png\"\n",
     "display(IPImage(filename=image_path))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<IPython.core.display.Image object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "image_path = \"./samples/scam.spanish.png\"\n",
+    "display(IPImage(filename=image_path))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -274,7 +271,7 @@
       "\u001b[0m\n",
       "\u001b[33mOCR_Specialist\u001b[0m (to chat_manager):\n",
       "\n",
-      "\u001b[32m***** Suggested tool call (call_CRjjATgsjHAUQECgDKBauJNe): ocr *****\u001b[0m\n",
+      "\u001b[32m***** Suggested tool call (call_Z4RQNLzsf6yBOjAS2RcFr2sc): ocr *****\u001b[0m\n",
       "Arguments: \n",
       "{\"image_path\":\"./samples/02.giftcard.message.scam.png\"}\n",
       "\u001b[32m********************************************************************\u001b[0m\n",
@@ -289,7 +286,7 @@
       "\n",
       "\u001b[33muser_proxy\u001b[0m (to chat_manager):\n",
       "\n",
-      "\u001b[32m***** Response from calling tool (call_CRjjATgsjHAUQECgDKBauJNe) *****\u001b[0m\n",
+      "\u001b[32m***** Response from calling tool (call_Z4RQNLzsf6yBOjAS2RcFr2sc) *****\u001b[0m\n",
       "Congratulations!\n",
       "You've won a $1,000\n",
       "Walmart gift card. Go\n",
@@ -305,11 +302,11 @@
       "\u001b[0m\n",
       "\u001b[33mContent_Analyst\u001b[0m (to chat_manager):\n",
       "\n",
-      "\u001b[32m***** Suggested tool call (call_68tUF9q6PDAu3QtPpPFp0dBr): url_checker *****\u001b[0m\n",
+      "\u001b[32m***** Suggested tool call (call_vyxuVDwTS8n9cZbjd4UkqgFw): url_checker *****\u001b[0m\n",
       "Arguments: \n",
       "{\"url\": \"http://bit.ly/123456\"}\n",
       "\u001b[32m****************************************************************************\u001b[0m\n",
-      "\u001b[32m***** Suggested tool call (call_grNDKKmo9xObrUQ3kUTdlqsK): url_checker *****\u001b[0m\n",
+      "\u001b[32m***** Suggested tool call (call_RBqKQxO1GAwTFYxfhZhN8gow): url_checker *****\u001b[0m\n",
       "Arguments: \n",
       "{\"url\": \"http://bit.ly/123456\"}\n",
       "\u001b[32m****************************************************************************\u001b[0m\n",
@@ -328,14 +325,14 @@
       "\n",
       "\u001b[33muser_proxy\u001b[0m (to chat_manager):\n",
       "\n",
-      "\u001b[32m***** Response from calling tool (call_68tUF9q6PDAu3QtPpPFp0dBr) *****\u001b[0m\n",
+      "\u001b[32m***** Response from calling tool (call_vyxuVDwTS8n9cZbjd4UkqgFw) *****\u001b[0m\n",
       "[true, []]\n",
       "\u001b[32m**********************************************************************\u001b[0m\n",
       "\n",
       "--------------------------------------------------------------------------------\n",
       "\u001b[33muser_proxy\u001b[0m (to chat_manager):\n",
       "\n",
-      "\u001b[32m***** Response from calling tool (call_grNDKKmo9xObrUQ3kUTdlqsK) *****\u001b[0m\n",
+      "\u001b[32m***** Response from calling tool (call_RBqKQxO1GAwTFYxfhZhN8gow) *****\u001b[0m\n",
       "[true, []]\n",
       "\u001b[32m**********************************************************************\u001b[0m\n",
       "\n",
@@ -345,19 +342,17 @@
       "\u001b[0m\n",
       "\u001b[33mDecision_Maker\u001b[0m (to chat_manager):\n",
       "\n",
-      "Based on the analysis of the content in the image, the probability of it being a scam is very high.\n",
-      "\n",
-      "### Explanation:\n",
+      "Based on the content of the image, the message states that the recipient has \"won a $1,000 Walmart gift card\" and provides a link to claim it. This type of message is a common tactic used in scams, often referred to as \"phishing\" or \"prize scams.\" Here are the reasons for determining the high probability of this being a scam:\n",
       "\n",
-      "1. **Content of the Message**: The message claims that the recipient has \"won a $1,000 Walmart gift card.\" Such claims are typical of scam messages. Scammers often use phrases that suggest the receiver has won something unexpectedly, aiming to entice the recipient to click on a link.\n",
+      "1. **Unsolicited Prize Notification**: The message claims that the recipient has won a gift card without any prior entry or participation in a contest. Legitimate companies do not award prizes without a clear entry process.\n",
       "\n",
-      "2. **Link Included**: The presence of a shortened URL (http://bit.ly/123456) raises red flags. Scammers often use URL shorteners to obscure the true destination of the link, making it harder for recipients to determine if the link leads to a legitimate site or a malicious one.\n",
+      "2. **Urgency and Action**: The message encourages immediate action by stating \"Go to claim now.\" Scammers often create a sense of urgency to prompt quick responses without careful consideration.\n",
       "\n",
-      "3. **Verification of URL**: While the URL seems to be valid, the use of bit.ly doesn't guarantee it's a safe destination. Shortened URLs can lead to phishing platforms or websites designed to steal personal information.\n",
+      "3. **Suspicious URL**: The link provided is a shortened URL (bit.ly), which is often used to obscure the final destination. This is a common tactic in scams to hide malicious websites. While the URL checker indicates that the link is active, it does not guarantee safety, as it could lead to a phishing site designed to steal personal information.\n",
       "\n",
-      "4. **Common Scam Patterns**: The elements of the message align with known scam tactics—such as the promise of free money, urgency in claiming the prize, and the use of official brand names to lure victims.\n",
+      "4. **Generic Messaging**: The message lacks personalization and specific details about the supposed win, which is typical of scam communications.\n",
       "\n",
-      "In conclusion, considering the suspicious offer of a gift card, the use of a shortened link, and the overall context typical of scams, it is highly likely that the content of the image represents a scam.\n",
+      "Given these factors, I conclude that the content of the image represents a high probability of being a scam. It is advisable to avoid clicking on the link and to report such messages if received.\n",
       "\n",
       "--------------------------------------------------------------------------------\n",
       "\u001b[32m\n",
@@ -365,7 +360,7 @@
       "\u001b[0m\n",
       "\u001b[33mSummary_Agent\u001b[0m (to chat_manager):\n",
       "\n",
-      "The analysis of the message claiming a $1,000 Walmart gift card indicates a high probability that it's a scam. Key warning signs include the unsolicited nature of the \"win,\" a shortened URL that conceals the link's real destination, and common scam tactics that use enticing offers to trick victims. To protect yourself, do not click on any links in such messages, avoid sharing personal information, and report suspicious content to relevant authorities. Stay vigilant and skeptical of unsolicited offers claiming you've won something. \n",
+      "The message in the image claims the recipient has \"won a $1,000 Walmart gift card\" and provides a link to claim it, which is a common scam tactic. Key indicators of a scam include unsolicited prize notifications, urgency to act quickly, a suspicious shortened URL, and generic messaging without personalization. To protect yourself, do not click on the link and report any similar messages. \n",
       "\n",
       "COMPLETE\n",
       "\n",
@@ -390,16 +385,15 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "{'content': 'The message claiming \"You\\'ve won a $1,000 Walmart gift card\" '\n",
-      "            'raises several red flags indicating a high probability of being a '\n",
-      "            'scam. It notifies the recipient about an unsolicited prize, '\n",
-      "            'creates urgency by urging immediate action, and includes a '\n",
-      "            'shortened link (bit.ly) that obscures its real destination and '\n",
-      "            'often indicates a potential threat. Users should avoid clicking '\n",
-      "            'on such links and be skeptical of unsolicited prize '\n",
-      "            'notifications. **Actionable recommendation:** Do not engage with '\n",
-      "            'or follow links in unsolicited messages and report suspicious '\n",
-      "            'communications. \\n'\n",
+      "{'content': 'The analysis of the message claiming a $1,000 Walmart gift card '\n",
+      "            \"indicates a high probability that it's a scam. Key warning signs \"\n",
+      "            'include the unsolicited nature of the \"win,\" a shortened URL that '\n",
+      "            \"conceals the link's real destination, and common scam tactics \"\n",
+      "            'that use enticing offers to trick victims. To protect yourself, '\n",
+      "            'do not click on any links in such messages, avoid sharing '\n",
+      "            'personal information, and report suspicious content to relevant '\n",
+      "            'authorities. Stay vigilant and skeptical of unsolicited offers '\n",
+      "            \"claiming you've won something. \\n\"\n",
       "            '\\n'\n",
       "            'COMPLETE',\n",
       " 'name': 'Summary_Agent',\n",
@@ -428,16 +422,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "'This analysis confirms that the message claiming you won a $1,000 Walmart gift card is a high-probability scam. Key indicators include the use of congratulatory language for a prize you did not enter to win, a suspicious shortened URL (http://bit.ly/123456), and high-pressure tactics urging immediate action. Legitimate communications from companies like Walmart typically do not come unsolicited, meaning this message lacks context and authenticity. **Recommendation:** Do not click any links or provide personal information in response to such messages. Remain cautious and report any suspicious communications. \\n\\nANALYSIS_COMPLETE'"
+       "''"
       ]
      },
-     "execution_count": 23,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }