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## VIII. MENTAL MODELS (The Cognitive Framework) 

To prevent "Value Trap" logic in Tech/Platform stocks, the Trader utilizes specific mental models distinct from traditional Value Investing.

### 1. CapEx Distinction (The "Moat" Rule)
*   **Maintenance CapEx:** Spending to keep the lights on (e.g., repairing a factory). This is a **COST**.
*   **Strategic CapEx:** Spending to capture a new platform (e.g., Google building Data Centers for AI). This is **DEFENSE**.
*   **The Rule:** For dominant platforms, massive CapEx during a platform shift is a **BULLISH** signal of durability, not a bearish signal of inefficiency.
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README.md
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@ -69,6 +69,12 @@ We have deployed three major efficiency upgrades:
2. **Risk Star Topology**: Parallelized the Risk Debate (Risky/Safe/Neutral run at once) using a custom `merge_risk_states` reducer (-60% Risk Latency). 2. **Risk Star Topology**: Parallelized the Risk Debate (Risky/Safe/Neutral run at once) using a custom `merge_risk_states` reducer (-60% Risk Latency).
3. **Parallel I/O**: Implemented `ThreadPoolExecutor` for Reddit News fetching (5x-10x Speedup). 3. **Parallel I/O**: Implemented `ThreadPoolExecutor` for Reddit News fetching (5x-10x Speedup).
**Logic Upgrade: The "Mental Model" Patch**
Post-simulation audits revealed a "Value Trap" bias in Tech Platform analysis. We injected a new cognitive framework into the Trader Agent:
* **CapEx = Moat**: Strategic spending is now correctly interpreted as defense, not waste.
* **Regulatory Resilience**: Antitrust risk is treated as a sizing issue, not a thesis breaker.
### Analyst Team ### Analyst Team
- Fundamentals Analyst: Evaluates company financials and performance metrics, identifying intrinsic values and potential red flags. - Fundamentals Analyst: Evaluates company financials and performance metrics, identifying intrinsic values and potential red flags.
- Sentiment Analyst: Analyzes social media and public sentiment using sentiment scoring algorithms to gauge short-term market mood. - Sentiment Analyst: Analyzes social media and public sentiment using sentiment scoring algorithms to gauge short-term market mood.

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SYSTEM_RULE_BOOK.md
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@ -100,6 +100,20 @@ We do not just execute; we adapt. The system includes a **Self-Reflection Mechan
--- ---
## VIII. MENTAL MODELS (The Cognitive Framework)
To prevent "Value Trap" logic in Tech/Platform stocks, the Trader utilizes specific mental models distinct from traditional Value Investing.
### 1. CapEx Distinction (The "Moat" Rule)
* **Maintenance CapEx:** Spending to keep the lights on (e.g., repairing a factory). This is a **COST**.
* **Strategic CapEx:** Spending to capture a new platform (e.g., Google building Data Centers for AI). This is **DEFENSE**.
* **The Rule:** For dominant platforms, massive CapEx during a platform shift is a **BULLISH** signal of durability, not a bearish signal of inefficiency.
### 2. Regulatory Overhang (The "Size" Tax)
* **Concept:** Big Tech is always under investigation.
* **The Rule:** Treat Antitrust Risk as a **"Chronic Condition"** (like diabetes). You manage it by reducing position size (Risk Management). You do **NOT** treat it as a "Terminal Disease" (Panic Selling) unless a breakup order is signed and imminent.
---
## V. EXECUTION DISCIPLINE ## V. EXECUTION DISCIPLINE
1. **Binary Thinking is the Enemy:** Rarely is the answer "Sell 100%" or "Buy 100%." We scale out of risks and scale into strength. 1. **Binary Thinking is the Enemy:** Rarely is the answer "Sell 100%" or "Buy 100%." We scale out of risks and scale into strength.