add summarization

minerva.ipynb

@@ -45,7 +45,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 113,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -57,7 +57,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 106,
+   "execution_count": 131,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -81,7 +81,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 107,
+   "execution_count": 145,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -100,7 +100,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 108,
+   "execution_count": 146,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -126,6 +126,7 @@
     "\n",
     "    summary_agent = autogen.AssistantAgent(\n",
     "        name=\"Summary_Agent\",\n",
+    "        description=\"Generates a summary of the findings\",\n",
     "        system_message=config['summary_agent']['assignment'],\n",
     "        llm_config=llm_config\n",
     "    )\n",
@@ -150,7 +151,7 @@
     "        except Exception as e:\n",
     "            return f\"Error in text extraction: {str(e)}\"\n",
     "    \n",
-    "    return ocr_agent, content_agent, decision_agent, user_proxy "
+    "    return ocr_agent, content_agent, decision_agent, summary_agent, user_proxy "
    ]
   },
   {
@@ -162,13 +163,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 109,
+   "execution_count": 147,
    "metadata": {},
    "outputs": [],
    "source": [
     "class ScamDetectionWorkflow:\n",
     "    def __init__(self):\n",
-    "        self.ocr_agent, self.content_agent, self.decision_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",
     "        \"\"\"Coordinate the multi-agent analysis.\n",
@@ -176,19 +177,19 @@
     "        image_path = \"./samples/02.giftcard.message.scam.png\"\n",
     "        \n",
     "        groupchat = autogen.GroupChat(\n",
-    "            agents=[self.ocr_agent, self.content_agent, self.decision_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",
     "        )\n",
     "        manager = autogen.GroupChatManager(groupchat=groupchat)\n",
     "\n",
-    "        # Start the collaborative analysis\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",
+    "            3. Decision Maker: Synthesize all analyses and make final determination\n",
+    "            4. Summarize the findings\"\"\",\n",
     "        )\n",
     "\n",
     "        return messages"
@@ -196,7 +197,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 110,
+   "execution_count": 148,
    "metadata": {},
    "outputs": [
     {
@@ -219,6 +220,7 @@
       "            1. OCR Agent: Extract text from this image: ./samples/02.giftcard.message.scam.png\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",
       "--------------------------------------------------------------------------------\n",
       "\u001b[32m\n",
@@ -226,7 +228,7 @@
       "\u001b[0m\n",
       "\u001b[33mOCR_Specialist\u001b[0m (to chat_manager):\n",
       "\n",
-      "\u001b[32m***** Suggested tool call (call_u8NqTuVd9I0eMW0FEyuggyxJ): ocr *****\u001b[0m\n",
+      "\u001b[32m***** Suggested tool call (call_tQDarksVlfkGMi9qIlhgT3w8): ocr *****\u001b[0m\n",
       "Arguments: \n",
       "{\"image_path\":\"./samples/02.giftcard.message.scam.png\"}\n",
       "\u001b[32m********************************************************************\u001b[0m\n",
@@ -239,7 +241,7 @@
       ">>>>>>>> EXECUTING FUNCTION ocr...\u001b[0m\n",
       "\u001b[33muser_proxy\u001b[0m (to chat_manager):\n",
       "\n",
-      "\u001b[32m***** Response from calling tool (call_u8NqTuVd9I0eMW0FEyuggyxJ) *****\u001b[0m\n",
+      "\u001b[32m***** Response from calling tool (call_tQDarksVlfkGMi9qIlhgT3w8) *****\u001b[0m\n",
       "Congratulations!\n",
       "You've won a $1,000\n",
       "Walmart gift card. Go\n",
@@ -255,36 +257,33 @@
       "\u001b[0m\n",
       "\u001b[33mOCR_Specialist\u001b[0m (to chat_manager):\n",
       "\n",
-      "The extracted text from the image is as follows:\n",
+      "The extracted text from the image is:\n",
       "\n",
       "---\n",
       "\n",
-      "**Congratulations!  \n",
+      "**Congratulations!**  \n",
       "You've won a $1,000 Walmart gift card. Go  \n",
-      "http://bit.ly/123456  \n",
-      "to claim now.**\n",
+      "http://bit.ly/123456 tp claim now.  \n",
       "\n",
       "---\n",
       "\n",
-      "### Analysis of the Messaging and Claims:\n",
+      "### Evaluation of the Messaging and Claims\n",
       "\n",
-      "1. **Claim of Winning a Gift Card:** \n",
-      "   - The message states that the recipient has won a $1,000 gift card which is a common tactic used in scams to entice users with unrealistic prizes.\n",
+      "**Analysis of the Text:**\n",
+      "1. **Claim of Prize**: The message claims that the recipient has won a $1,000 gift card from Walmart, which is a common tactic used in scams to lure individuals.\n",
+      "2. **Urgency**: The phrase \"Go tp claim now\" suggests urgency, prompting the reader to act quickly without thinking, which is a typical characteristic of scam messages.\n",
+      "3. **Link Provided**: The inclusion of a shortened URL (http://bit.ly/123456) is suspicious. Scammers often use such links to disguise the actual destination, which may lead to phishing sites or malicious downloads.\n",
       "\n",
-      "2. **Call-to-Action (CTA):**\n",
-      "   - The instruction to \"**Go to http://bit.ly/123456 to claim now**\" encourages immediate action, which is typically observed in fraudulent messages. This urgency can lead individuals to make hasty decisions.\n",
+      "### Final Determination\n",
       "\n",
-      "3. **Use of a URL Shortener:**\n",
-      "   - The link provided is a shortened URL (bit.ly). Scammers often use such links to obscure the destination, making it harder for users to identify if the site is safe.\n",
+      "Based on the analysis, this message is highly likely to be a scam. The claims made are common in fraudulent communications, and the urgency combined with the questionable link further supports this conclusion.\n",
       "\n",
-      "4. **Lack of Official Branding:** \n",
-      "   - Although Walmart is mentioned, there is no official branding or logo associated with this message, which further indicates it may not be legitimate.\n",
+      "### Summary of Findings\n",
       "\n",
-      "5. **Common Scam Characteristics:** \n",
-      "   - The format and language (e.g., \"Congratulations!\" and \"You've won\") align with typical scam messages aimed at eliciting personal information or financial details.\n",
-      "\n",
-      "### Final Determination:\n",
-      "This message is likely part of a scam. It claims an unrealistic prize, employs urgency, uses a URL shortener, and lacks official branding. It is advisable to avoid clicking on such links or providing any personal information.\n",
+      "- The extracted message claims a prize of a $1,000 Walmart gift card.\n",
+      "- Urgent language encourages immediate action, a common tactic in scams.\n",
+      "- A shortened URL presents a potential security risk.\n",
+      "- Overall, this message appears to be a phishing scam.\n",
       "\n",
       "--------------------------------------------------------------------------------\n",
       "\u001b[32m\n",
@@ -292,26 +291,19 @@
       "\u001b[0m\n",
       "\u001b[33mContent_Analyst\u001b[0m (to chat_manager):\n",
       "\n",
-      "### Final Analysis & Determination:\n",
-      "\n",
-      "**1. Common Scam Patterns:**\n",
-      "   - The message claims that the recipient has won a large monetary prize (a $1,000 Walmart gift card), which is a typical scam tactic designed to lure individuals with the promise of free money.\n",
-      "   - The format features exclamatory language and congratulatory tones, often used to evoke excitement and urgency.\n",
-      "\n",
-      "**2. Contact Information Evaluation:**\n",
-      "   - The provided URL (http://bit.ly/123456) is a shortened link, which is often used in scams to mask the actual destination website. Clicking such links can expose users to malicious websites designed to steal personal or financial information.\n",
+      "### Summary of Findings\n",
       "\n",
-      "**3. Urgency Indicators:**\n",
-      "   - The phrase \"to claim now\" creates a sense of urgency, pushing the recipient to act quickly without careful consideration. This tactic is commonly employed in scams to disrupt rational decision-making.\n",
+      "**Extracted Message:**  \n",
+      "- **Text:** \"Congratulations! You've won a $1,000 Walmart gift card. Go http://bit.ly/123456 tp claim now.\"\n",
       "\n",
-      "**4. Inconsistencies in Messaging:**\n",
-      "   - There is no official branding from Walmart or any legitimate verification in the message, indicating a lack of credibility. Legitimate giveaways by established companies would typically include confirmed branding and often have more detailed processes.\n",
+      "**Evaluation of Messaging and Claims:**\n",
+      "1. **Prize Claim:** The message claims the recipient has won a significant prize ($1,000 gift card), a common tactic in scams.\n",
+      "2. **Urgency:** The use of the phrase \"tp claim now\" creates a sense of urgency, pressuring the recipient to respond quickly.\n",
+      "3. **URL Analysis:** The presence of a shortened URL (http://bit.ly/123456) is suspicious and indicative of phishing attempts, as shortened links often hide the true destination.\n",
+      "4. **Scam Indicators:** The combination of an unexpected win, urgent language, and a potentially harmful link strongly suggests that this message is a scam.\n",
       "\n",
-      "**5. Claims and Offers Evaluation:**\n",
-      "   - The claim of winning a $1,000 gift card is highly questionable and likely fraudulent. Such large sums are seldom offered without legitimate contests or promotions. \n",
-      "\n",
-      "### Conclusion:\n",
-      "Based on all observations, this message is highly likely to be a scam. Recipients should disregard the message, avoid clicking the link, and refrain from providing any personal information. It exemplifies the classic traits of phishing scams.\n",
+      "**Final Determination:**  \n",
+      "This message is highly likely to be a scam, designed to deceive recipients into providing personal information or clicking on harmful links.\n",
       "\n",
       "--------------------------------------------------------------------------------\n",
       "\u001b[32m\n",
@@ -319,30 +311,33 @@
       "\u001b[0m\n",
       "\u001b[33mDecision_Maker\u001b[0m (to chat_manager):\n",
       "\n",
-      "Based on the analyses provided from both the OCR extraction and content evaluation, I have reached a final determination regarding the probability that this message is a scam.\n",
+      "### Final Determination on Scam Probability\n",
+      "\n",
+      "**Scam Probability: High**\n",
       "\n",
-      "### Final Determination:\n",
-      "The message purporting to inform the recipient of a $1,000 Walmart gift card win is unequivocally a scam.\n",
+      "### Explanation of the Decision\n",
       "\n",
-      "### Detailed Explanation:\n",
+      "After synthesizing the analyses provided by both the OCR Agent and the Content Analyst, the decision is made based on the following key points:\n",
       "\n",
-      "1. **Classic Scam Traits:**\n",
-      "   - The claim of winning a prize, especially of such an amount, is a hallmark of scams. Organizations do not randomly award gift cards without a proper contest or registration process.\n",
+      "1. **Nature of the Claim**: The text asserts that the recipient has won a $1,000 Walmart gift card. This type of unsolicited prize announcement is a prevalent strategy used in scams to entice individuals with the prospect of receiving something of value without any prior engagement.\n",
       "\n",
-      "2. **Urgent Call to Action:**\n",
-      "   - The phrase \"to claim now\" creates a sense of urgency that is typically designed to prevent the target from thinking critically about the offer or engaging in due diligence.\n",
+      "2. **Urgency Tactics**: The use of phrases like \"Go tp claim now\" implies urgency, which is a common psychological tactic used by scammers to compel recipients to act quickly, often without careful consideration of the implications or the legitimacy of the claim.\n",
       "\n",
-      "3. **URL Shortener Usage:**\n",
-      "   - The use of a shortened URL (bit.ly) is another red flag, as it obscures the real link and can lead to harmful sites. Scammers frequently employ such tactics to hide their true intent.\n",
+      "3. **Presence of a Suspicious URL**: The message includes a shortened link (http://bit.ly/123456). Phishing schemes often use such links to obscure the true destination, which typically leads to web pages designed to steal personal information or distribute malware. The use of a link without any context or reputable domain further raises red flags.\n",
       "\n",
-      "4. **Absence of Credibility:**\n",
-      "   - The message lacks official branding and does not direct the recipient to a legitimate platform associated with Walmart. A credible business would provide clear identification and often more detailed instructions for any contests or promotions.\n",
+      "4. **Common Traits of Scams**: The combination of an unexpected communication regarding a significant prize along with a sense of urgency and a concealed link fits the classic pattern of many scams, making it highly suspicious.\n",
       "\n",
-      "5. **Emotional Manipulation:**\n",
-      "   - The exclamatory and congratulatory tone is crafted to elicit excitement, preying on emotions to trigger impulsive responses. This strategy is prevalent in scams aiming to elicit personal data or financial information through deceptive means.\n",
+      "### Summary of Findings\n",
+      "\n",
+      "In conclusion, the analysis indicates that this message possesses multiple characteristics typical of scams, such as an enticing prize claim, urgent language that pressures immediate action, and a suspicious link designed to mislead recipients. Therefore, it can be solidly categorized as a scam.\n",
+      "\n",
+      "--------------------------------------------------------------------------------\n",
+      "\u001b[32m\n",
+      "Next speaker: Summary_Agent\n",
+      "\u001b[0m\n",
+      "\u001b[33mSummary_Agent\u001b[0m (to chat_manager):\n",
       "\n",
-      "### Conclusion:\n",
-      "All elements analyzed confirm that this is a highly probable scam intended to mislead recipients into providing sensitive information or engaging in fraudulent activity. The message exhibits the quintessential characteristics of phishing attempts, and I recommend immediate disregard for it.\n",
+      "This message claims that you've won a $1,000 Walmart gift card, a common tactic used in scams to lure individuals. It uses urgent language encouraging immediate action, which typically puts pressure on recipients to act without thinking. Additionally, a suspicious shortened URL is included, often leading to phishing sites or harmful content. Given these factors, this message is highly likely a scam. **Recommendation**: Do not click on any links or provide any personal information; delete the message and report it. \n",
       "\n",
       "TASK_COMPLETE\n",
       "\n",
@@ -363,59 +358,25 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 111,
+   "execution_count": 149,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "{'content': 'Based on the analyses provided from both the OCR extraction and '\n",
-      "            'content evaluation, I have reached a final determination '\n",
-      "            'regarding the probability that this message is a scam.\\n'\n",
-      "            '\\n'\n",
-      "            '### Final Determination:\\n'\n",
-      "            'The message purporting to inform the recipient of a $1,000 '\n",
-      "            'Walmart gift card win is unequivocally a scam.\\n'\n",
-      "            '\\n'\n",
-      "            '### Detailed Explanation:\\n'\n",
-      "            '\\n'\n",
-      "            '1. **Classic Scam Traits:**\\n'\n",
-      "            '   - The claim of winning a prize, especially of such an amount, '\n",
-      "            'is a hallmark of scams. Organizations do not randomly award gift '\n",
-      "            'cards without a proper contest or registration process.\\n'\n",
-      "            '\\n'\n",
-      "            '2. **Urgent Call to Action:**\\n'\n",
-      "            '   - The phrase \"to claim now\" creates a sense of urgency that is '\n",
-      "            'typically designed to prevent the target from thinking critically '\n",
-      "            'about the offer or engaging in due diligence.\\n'\n",
-      "            '\\n'\n",
-      "            '3. **URL Shortener Usage:**\\n'\n",
-      "            '   - The use of a shortened URL (bit.ly) is another red flag, as '\n",
-      "            'it obscures the real link and can lead to harmful sites. Scammers '\n",
-      "            'frequently employ such tactics to hide their true intent.\\n'\n",
-      "            '\\n'\n",
-      "            '4. **Absence of Credibility:**\\n'\n",
-      "            '   - The message lacks official branding and does not direct the '\n",
-      "            'recipient to a legitimate platform associated with Walmart. A '\n",
-      "            'credible business would provide clear identification and often '\n",
-      "            'more detailed instructions for any contests or promotions.\\n'\n",
-      "            '\\n'\n",
-      "            '5. **Emotional Manipulation:**\\n'\n",
-      "            '   - The exclamatory and congratulatory tone is crafted to elicit '\n",
-      "            'excitement, preying on emotions to trigger impulsive responses. '\n",
-      "            'This strategy is prevalent in scams aiming to elicit personal '\n",
-      "            'data or financial information through deceptive means.\\n'\n",
-      "            '\\n'\n",
-      "            '### Conclusion:\\n'\n",
-      "            'All elements analyzed confirm that this is a highly probable scam '\n",
-      "            'intended to mislead recipients into providing sensitive '\n",
-      "            'information or engaging in fraudulent activity. The message '\n",
-      "            'exhibits the quintessential characteristics of phishing attempts, '\n",
-      "            'and I recommend immediate disregard for it.\\n'\n",
+      "{'content': \"This message claims that you've won a $1,000 Walmart gift card, a \"\n",
+      "            'common tactic used in scams to lure individuals. It uses urgent '\n",
+      "            'language encouraging immediate action, which typically puts '\n",
+      "            'pressure on recipients to act without thinking. Additionally, a '\n",
+      "            'suspicious shortened URL is included, often leading to phishing '\n",
+      "            'sites or harmful content. Given these factors, this message is '\n",
+      "            'highly likely a scam. **Recommendation**: Do not click on any '\n",
+      "            'links or provide any personal information; delete the message and '\n",
+      "            'report it. \\n'\n",
       "            '\\n'\n",
       "            'TASK_COMPLETE',\n",
-      " 'name': 'Decision_Maker',\n",
+      " 'name': 'Summary_Agent',\n",
       " 'role': 'user'}\n"
      ]
     }
@@ -428,7 +389,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 112,
+   "execution_count": 144,
    "metadata": {},
    "outputs": [],
    "source": [