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Igor Ganapolsky
Igor Ganapolsky

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

Wednesday, January 28, 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["🟒 LL-318: Claude "]
    end
    subgraph Analysis["πŸ”¬ Analysis"]
        A1["Root Cause Found"]
    end
    subgraph Fix["πŸ”§ Fix Applied"]
        F1["6d93ec8"]
        F2["a79c2dd"]
        F3["3177b4d"]
    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 1
🟑 Medium 0
🟒 Low/Info 2

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

πŸš€ Code Changes

These commits shipped today (view on GitHub):

Severity Commit Description
ℹ️ INFO 6d93ec8c docs(ralph): Auto-publish discovery blog post
ℹ️ INFO a79c2dd5 docs(ralph): Auto-publish discovery blog post
ℹ️ INFO 3177b4db docs(ralph): Auto-publish discovery blog post
ℹ️ INFO 5e713b34 fix(options): Remove TimeInForce.DAY from MLe
ℹ️ INFO 640840df feat(ml): Add Lag-Llama time series forecasti

πŸ’» Featured Code Change

From commit 5e713b34:

                        # NOTE: TimeInForce not supported for options MLeg orders (Alpaca constraint)
                        # Error 42210000: "order_time_in_force provided not supported for options trading"
        # NOTE: TimeInForce not supported for options MLeg orders (Alpaca constraint)
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🎯 Key Takeaways

  1. Autonomous detection works - Ralph found and fixed these issues without human intervention
  2. Self-healing systems compound - Each fix makes the system smarter
  3. Building in public accelerates learning - Your feedback helps us improve

πŸ’¬ Found this useful? Star the repo or drop a comment!

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