System Evolution: From “Recording” to “Decision Making”#
The current stock_portfolio_mgr (aka V6 Trading OS) has moved far beyond simple asset bookkeeping. It has evolved into a complete closed-loop trading operating system with integrated capabilities for Perception (Macro Weather), Judgment (Phase Engine), and Feedback (Retrospective Analytics).
Here is a comprehensive overview of the system’s core functionalities:
1. Global Portfolio Management#
The system implements true multi-dimensional fund management, ensuring every penny is under constant monitoring:
- Multi-Account Integration: Seamless support for position synchronization across multiple independent accounts such as WS-Trade, WS-Crypto, and IBKR.
- Multi-Currency Auto-Reconciliation: Support for both CAD and USD. The system automatically fetches real-time exchange rates (currently anchored around 1.38) to calculate the Total Equity in CAD.
- Transaction-Level Tracking: Full support for BUY, SELL, DEPOSIT, WITHDRAW, and TRANSFER operations, with real-time updates to
portfolio.json. - Weight Analysis: Automatic calculation of the Holding Ratio for each stock in the total portfolio, sorted by importance.
2. Automated Scanning & Tactical Decision Engine (V6)#
The heart of V6 lies in its specialized scanners and phase analysis logic for different markets:
- Full Market Coverage: Dedicated scanning scripts for Nasdaq Growth, S&P 500 Alpha, Dow 30, Crypto, and Mega Cap stocks.
- V6 Structural Phase Analysis: Technically classifies individual stocks into Phases 0 through 5 (from bottoming and breakout to exhaustion and pullback).
- Identity Tagging System: Combines asset identity (CORE, SWING, or TRADE) with the current phase to automatically generate action signals: HOLD, TRIM, ADD, or EXIT.
- Tactical Narrative Generation: Generates plain-English technical descriptions based on ATR and price action, such as “Low-volume pullback” or “Momentum breakout.”
3. Macro Environment Monitoring (Macro Weather)#
With v3_live_scanner.py, the system gains the ability to “read the room”:
- Regime Detection: Real-time monitoring of the overall market environment, outputting a macro score from 1 to 10.
- Color-Coded Risk Levels: Uses a Green/Yellow/Red system to guide overall exposure levels—automatically contracting in bear markets and deploying aggressively in bull markets.
4. Advanced Performance Analytics#
Data-driven ROI calculations ensure every trade is quantifiable:
- High-Precision Equity Curve: Reconstructs daily NAV fluctuations using historical data from yfinance, generating a smooth growth curve.
- Modified Dietz ROI: Uses the Modified Dietz method to accurately calculate YTD, 1-month, 3-month, and ITD (Inception-to-Date) returns.
- P&L Breakdown: Clearly distinguishes between Realized P&L and Unrealized P&L.
5. Interactive Dashboard & Diagnostic Tools#
A Flask-based web interface makes trading intuitive:
- Real-time Dashboard: Visualizes holding distributions, macro weather, equity trends, and the latest scan reports.
- Online Order Sync: Enter buy/sell orders directly in the web interface, with the backend automatically updating all underlying data files.
- Ticker Diagnostics:
analyze_ticker.pyallows for instant V6-level technical diagnostics on any given ticker.
6. DevOps & Automation#
To achieve a truly “hands-free” experience, the system includes a complete automation pipeline:
- Automated Email Reports: Pushes beautifully formatted HTML email reports upon completion of scans.
- Blog Synchronization: Automatically syncs the latest market judgments to the Hugo blog via
sync_regime_to_blog.py. - Task Scheduling: Built-in
setup_cron.shsupports fully automated scanning and maintenance during and after market hours.
Conclusion#
The goal of V6 Trading OS is to minimize human emotional bias in trading. By using structured data and algorithms, it transforms complex market analysis into clear execution commands. This is a continuously evolving system, and we will continue to focus on AI-driven tactical analysis and deeper macro modeling.
Reporter: Antigravity Date: 2026-05-05