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║                                                              ║
║     🚀 TurboQuant Optimizer - Token Savings Demo             ║
║                                                              ║
║     Demonstrating up to 99% token reduction                  ║
║     Inspired by Google's TurboQuant Research                 ║
║                                                              ║
║     Built by MincoSoft Technologies                          ║
║     https://mincosoft.com | (866) 667-3063                   ║
║                                                              ║
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  DEMO 1: Long Conversation Compression (50 turns)
============================================================

  Original Messages             118
  Original Tokens               13,990

  Token Savings
  Before: [████████████████████████████████████████] 13,990
  After:  [████                                    ]  1,538
  Saved:  12,452 tokens (89.0%)

  Optimization Stages:
    deduplication        +12,452 saved
    tool_compression     skipped
    adaptive_budget      skipped

============================================================
  DEMO 2: Semantic Deduplication (Repetitive Tools)
============================================================

  Original Messages             61
  Original Tokens               5,592

  Deduplication Savings
  Before: [████████████████████████████████████████] 5,592
  After:  [██                                      ] 318
  Saved:  5,274 tokens (94.3%)

  Cache Statistics:
    Deduplication Hits          49
    Tool Result Cache Hits      0
    Cache Size                  1

============================================================
  DEMO 3: Real-Time Statistics (4 Scenarios)
============================================================

  ✓ Code Review
  ✓ Architecture Discussion
  ✓ Debugging Session
  ✓ Documentation

  Aggregate Statistics:
    Total Optimizations         4
    Total Tokens Saved          19,214
    Total Original Tokens       25,378
    Compression Ratio           75.71%
    Efficiency Score            100.00/100
    Avg Response Time           10.50ms
    Checkpoints Created         4

============================================================
  DEMO 4: Adaptive Token Budget
============================================================

  Task Type Budget Allocations:

  simpleQA     Context:  ██████               2100 tokens
               Response: ██████████████       4900 tokens

  codeGen      Context:  ██████████           3500 tokens
               Response: ██████████           3500 tokens

  analysis     Context:  ██████████████       4900 tokens
               Response: ██████               2100 tokens

  multiStep    Context:  ████████████         4200 tokens
               Response: ████████             2800 tokens

  Sample Budget Visualization:

  Budget: 8,000 tokens
  ┌──────────────────────────────────────────┐
  │█████████████░░░░░░░░░░░░░░░░░░░░░░░░░░░░│
  └──────────────────────────────────────────┘
   Used: 1845  Reserved: 1000  Free: 5155

============================================================
  FINAL SUMMARY
============================================================

  Key Achievements:

  ✓ Long conversations: 89.01% token reduction
  ✓ Deduplication: 94.31% token reduction
  ✓ Aggregate compression: 75.7%
  ✓ Total tokens saved: 19,214
  ✓ Efficiency score: 100.00/100

  Business Impact:

  💰 Estimated monthly cost savings: $17+
  ⚡ Average optimization time: 10.50ms
  📊 Checkpoints for rollback: 4

  Built by MincoSoft Technologies
  AI automation for small businesses
  https://mincosoft.com | (866) 667-3063

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