Social Media Audit Pipeline
LLM as Decision Maker
01 Browser
● idle 0 / 0
TikTok — For You
www.tiktok.com/foryou
feed loop · watch & scroll controller waiting to start…
02 Pipeline
—
Watch window 8s → 25s or 0.5s
Model gpt-4o-mini (Vision)
03 GPT-4o-mini
system + user · image vision prompt · content analysis 

            

          

        


        

          

            

              awaiting response…
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              —
            

            

              
Mental-health relevant—

              
Confidence—

              
Persona—

              
Action—

            

            
Decision rationale will appear here after classification.

            

              
Decision rule

              

            

          

        


      

    

  


  
  

    

      Decision timeline
      each chip = one processed video · click to inspect
    

    

      No videos processed yet — press Play or hit Space.
    

  


  
  


    

      
Session Stats

      

        

          
0

          
Videos processed

        

        

          
0

          
Mental-health relevant

        

        

          
0.0s

          
Avg watch time

        

        

          
0%

          
Skip rate

        

      

    


    

      
Decision breakdown

      

        

          WATCH_FULL
          

          0
        

        

          SKIP
          

          0
        

        

          SKIP_MH
          

          0
        

        

          WATCH_NON_MH
          

          0
        

      

    


    

      

        Controller log
        
          experiment_results/logs/controller.log