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  1. LiveKit onboarding: seven findings f... LiveKit onboarding: seven findings from a first-time Windows install
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    # LiveKit: notes from a first-time onboarding
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    **Saurabh Rajvanshi** · Windows 11 · LiveKit CLI 2.17.0 · agents 1.6.5 · `agent-starter-python`
    
              
    
              
    
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    14 July 2026 · clean machine, no prior LiveKit experience · two console sessions, ~10 minutes of speech
    
              
    
              
    
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          ctaio-reads  ctaio-reads          Public
        
    
      
    


      
    
        Rubric-based LLM evaluation pipeline. Model scores and drafts; deterministic code owns validation, filtering, and publication. Fail-closed — rejections logged, never repaired.
      
    

      
    
          
  
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          LLM-evaluation-problem-Harmonic-Symphony-Partitions  LLM-evaluation-problem-Harmonic-Symphony-Partitions          Public
        
    
      
    


      
    
        Competitive programming problem designed to expose failure modes in frontier LLMs. Features a 3-layer trap invalidating greedy, O(N²) DP, and prefix-sum optimizations. Correct O(N log V) solution v…
      
    

      
    
          
  
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          sg-engineer-004  sg-engineer-004          Public
        
    
      
    


      
    
        Production-grade system design challenge for a real-time analytics platform. Engineering design, architecture decisions, operating artifacts, and supporting documentation.
      
    

      
    
          
  
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