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Igor Ganapolsky
Igor Ganapolsky

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🟠 HIGH LL-298: Invalid Option Strikes Caus (+2 more)

Tuesday, January 27, 2026 (Eastern Time)

Building an autonomous AI trading system means things break. Here's how our AI CTO (Ralph) detected, diagnosed, and fixed issues todayβ€”completely autonomously.

πŸ—ΊοΈ Today's Fix Flow

flowchart LR
    subgraph Detection["πŸ” Detection"]
        D1["🟒 LL-309: Iron Co"]
        D2["🟠 LL-298: Invalid"]
        D3["🟠 ---"]
    end
    subgraph Analysis["πŸ”¬ Analysis"]
        A1["Root Cause Found"]
    end
    subgraph Fix["πŸ”§ Fix Applied"]
        F1["424ff2b"]
        F2["7216c04"]
        F3["a0c5780"]
    end
    subgraph Verify["βœ… Verified"]
        V1["Tests Pass"]
        V2["CI Green"]
    end
    D1 --> A1
    D2 --> A1
    D3 --> A1
    A1 --> F1
    F1 --> V1
    F2 --> V1
    F3 --> V1
    V1 --> V2
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πŸ“Š Today's Metrics

Metric Value
Issues Detected 3
πŸ”΄ Critical 0
🟠 High 2
🟑 Medium 0
🟒 Low/Info 1

🟠 HIGH

ℹ️ INFO LL-309: Iron Condor Optimal Control Research

🚨 What Went Wrong

Date: 2026-01-25 Category: Research / Strategy Optimization Source: arXiv:2501.12397 - "Stochastic Optimal Control of Iron Condor Portfolios"

πŸ”¬ Root Cause

  • Left-biased portfolios: Hold to expiration (Ο„ = T) is optimal - Non-left-biased portfolios: Exit at 50-75% of duration - Our current rule: Exit at 50% profit OR 7 DTE aligns with research - Pro: Higher profitability and success rates - Con: Extreme loss potential in tail events

βœ… How We Fixed It

  • Finding: "Asymmetric, left-biased Iron Condor portfolios with Ο„ = T are optimal in SPX markets" - Meaning: Put spread should be closer to current price than call spread - Why: Markets have negative skew (crashes more likely than rallies)

πŸ“ˆ Impact

  • Left-biased portfolios: Hold to expiration (Ο„ = T) is optimal - Non-left-biased portfolios: Exit at 50-75% of duration

πŸ€– About Ralph Mode

Ralph is our AI CTO that autonomously maintains this trading system. It:

  • Monitors for issues 24/7
  • Runs tests and fixes failures
  • Learns from mistakes via RAG + RLHF
  • Documents everything for transparency

This is part of our journey building an AI-powered iron condor trading system targeting $6K/month financial independence.

Resources:


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