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Igor Ganapolsky
Igor Ganapolsky

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Mistake Made. Lesson Learned.

#negative #rlhf #aitrading #buildinginpublic

Testing LinkedIn queue integration with negative feedback signal

πŸ‘Ž Signal: negative (intensity: 0.7)

The Flow 

flowchart LR
    A[πŸ‘Ž Feedback] --> B[Thompson Ξ²+1]
    B --> C[Lesson Indexed]
    C --> D[RAG Reminder]
    D --> E[Won't Repeat]

    style A fill:#ef4444,color:#fff
    style E fill:#22c55e,color:#fff
Enter fullscreen mode Exit fullscreen mode

Stats: 65πŸ‘ / 19πŸ‘Ž | This mistake now prevents future ones.

The Lesson

What failed gets remembered. The system adapts.

Current State

Metric Value
Account $101,418
RLHF Signals 84
Win Rate 77%

Auto-generated by RLHF system. Source

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