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 todayβcompletely autonomously.
πΊοΈ Today's Fix Flow
flowchart LR
subgraph Detection["π Detection"]
D1["π’ LL-309: Iron Co"]
D2["π LL-298: Invalid"]
D3["π ---"]
end
subgraph Analysis["π¬ Analysis"]
A1["Root Cause Found"]
end
subgraph Fix["π§ Fix Applied"]
F1["424ff2b"]
F2["7216c04"]
F3["a0c5780"]
end
subgraph Verify["β
Verified"]
V1["Tests Pass"]
V2["CI Green"]
end
D1 --> A1
D2 --> A1
D3 --> A1
A1 --> F1
F1 --> V1
F2 --> V1
F3 --> V1
V1 --> V2
π Today's Metrics
| Metric | Value |
|---|---|
| Issues Detected | 3 |
| π΄ Critical | 0 |
| π High | 2 |
| π‘ Medium | 0 |
| π’ Low/Info | 1 |
π HIGH
βΉοΈ INFO LL-309: Iron Condor Optimal Control Research
π¨ What Went Wrong
Date: 2026-01-25 Category: Research / Strategy Optimization Source: arXiv:2501.12397 - "Stochastic Optimal Control of Iron Condor Portfolios"
π¬ 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
β 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)
π Impact
- Left-biased portfolios: Hold to expiration (Ο = T) is optimal - Non-left-biased portfolios: Exit at 50-75% of duration
π€ 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:
- π Source Code
- π Strategy Guide
- π€« The Silent 74 Days - How we built a system that did nothing
π¬ Found this useful? Star the repo or drop a comment!
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