update: prompt for live event accuracy

app.py

@@ -335,7 +335,10 @@ def get_initial_analysis(
             link_start = "https"
         print(uid)
         if ct == "si":  # street interview
-            prompt = f"""This is a transcript for a street interview. Transcript: {transcript} User ID UID: {uid}
+            prompt = f"""This is a transcript for a street interview. Call Details are as follows:
+User ID UID: {uid}
+Speakers: {", ".join(speaker_mapping.values())}
+Transcript: {transcript}
 
 Your task is to analyze this street interview transcript and identify the final/best timestamps for each topic or question discussed. Here are the key rules:
 
@@ -379,15 +382,56 @@ Total takes: 2
 - [Take 1. <div id='topic' style="display: inline"> 20s at 25:45]({link_start}://{{origin}}/collab/{{cid}}/{{rsid}}?st={{1245}}&et={{1265}}&uid={{uid}}))
 - [Take 3 (Best). <div id='topic' style="display: inline"> 5s at 10:13 </div>]({link_start}://roll.ai/colab/1234aq_12314/51234151?st=613&et=618&uid=82314)"""
         else:
-            prompt = f"""Given the transcript {transcript}, user id UID: {uid} analyze speakers' discussions to identify compelling social media clips. For each speaker, identify key topics that mention people, news, events, trends, or sources.
+            topic_identification_prompt = f"""Given the transcript {transcript}, identify compelling social media clip topics for each speaker.
+
+For each speaker, analyze their dialogue and list 2-3 most engaging topics they discussed that would make viral social media content.
+
+Format:
+**Speaker Name**
+1. Topic title: [Brief description of the specific discussion point]
+2. Topic title: [Brief description of the specific discussion point]
+3. Topic title: [Brief description of the specific discussion point]
+
+Requirements:
+- Each topic should be a distinct, self-contained discussion
+- Topics should mention people, news, events, trends, or sources
+- Skip the host if no compelling content
+- Topics should be substantial enough for 20-60 second clips
+"""
+
+            topics_completion = client.chat.completions.create(
+                model="gpt-4o-mini",
+                messages=[
+                    {
+                        "role": "system",
+                        "content": """You are analyzing a transcript to identify engaging social media clip topics.
+                        Focus on finding viral-worthy, substantial content that can be turned into 20-60 second clips.
+                        Avoid mundane or generic content.""",
+                    },
+                    {"role": "user", "content": topic_identification_prompt},
+                ],
+                stream=False,
+                temperature=0.3,
+            )
+
+            topics_result = topics_completion.choices[0].message.content
+
+            prompt = f"""Call Details:
+Call ID: {cid}
+Speakers: {", ".join(speaker_mapping.values())}
+Transcript: {transcript}
+Using the following list of identified topics:
+{topics_result}
+
+Find the exact timestamps in the above transcript where each speaker discusses these specific topics.
 
 Format requirements:
 
 1. SPEAKER FORMAT:
 **Speaker Name**
-1. [Topic title <div id='topic' style="display: inline"> 20s at 12:30 </div>]({link_start}://{{origin}}/collab/{{cid}}/{{rsid}}?st={{750}}&et={{770}}&uid={{uid}}))
-2. [Topic title <div id='topic' style="display: inline"> 45s at 14:45 </div>]({link_start}://{{origin}}/collab/{{cid}}/{{rsid}}?st={{885}}&et={{930}}&uid={{uid}}))
-3. [Topic title <div id='topic' style="display: inline"> 55s at 16:20 </div>]({link_start}://{{origin}}/collab/{{cid}}/{{rsid}}?st={{980}}&et={{1035}}&uid={{uid}}))
+1. [Topic title <div id='topic' style="display: inline"> 20s at 12:30 </div>]({link_start}://{{origin}}/collab/{{cid}}/{{rsid}}?st={{750}}&et={{770}}&uid={{uid}})
+2. [Topic title <div id='topic' style="display: inline"> 45s at 14:45 </div>]({link_start}://{{origin}}/collab/{{cid}}/{{rsid}}?st={{885}}&et={{930}}&uid={{uid}})
+3. [Topic title <div id='topic' style="display: inline"> 55s at 16:20 </div>]({link_start}://{{origin}}/collab/{{cid}}/{{rsid}}?st={{980}}&et={{1035}}&uid={{uid}})
 
 2. TIMESTAMP RULES:
 - Start time (st): Must begin exactly when speaker starts discussing the specific topic