This strategy employs a workflow architecture that places multiple leading AI large language models within a unified competition framework. Through a "survival of the fittest" mechanism, the system automatically identifies the best-performing decision model and routes its signals to live trade execution.

Core Mechanism

Multi-Model Competition Framework
The system runs multiple state-of-the-art AI language models simultaneously, each acting as an independent virtual trader in competition. Every model maintains its own virtual account (starting with 10,000 USDT) with real-time tracking of positions, profit/loss, win rate, and other performance metrics. Models can observe each other's rankings, creating a competitive environment that incentivizes more decisive and profit-driven trading behavior.

Multi-Timeframe Technical Analysis
The system synchronously collects technical indicators across three timeframes — daily, hourly, and 5-minute — including RSI(14), MACD histogram, ATR, and OBV, combined with the latest price for comprehensive market assessment. AI models use this multi-dimensional data to evaluate trends and identify optimal entry timing.

Standardized Decision Output
On an hourly cycle, the workflow triggers automatically. Each AI model independently analyzes current market data and its own competitive standing, then outputs a standardized trading instruction: OPEN_LONG, OPEN_SHORT, CLOSE_LONG, CLOSE_SHORT, or NO_ACTION. The system parses outputs uniformly, supporting varied response formats across different models.

Dynamic Champion-Following Mechanism
The system continuously monitors the cumulative P&L of all models. Once any model's virtual profit exceeds a predefined threshold, the system maps that model's position state to the live account for execution. If a better-performing model emerges over time, the system automatically switches its following target, ensuring it always tracks the strongest current strategy.

Position Synchronization Logic
The live account maintains real-time synchronization with the champion model's virtual positions: when the model opens long, the live account opens long; when the model closes, the live account closes — faithfully replicating the model's trading behavior.

Visual Monitoring Dashboard
The workflow features a built-in real-time status display with four dynamic tables: model real-time status, performance comparison, live account status, and system-wide statistics — providing an intuitive view of the competitive landscape and live trading activity.

Trade Log Recording
Each round of decision results is automatically saved as structured logs, enabling retrospective analysis of each model's historical decisions and equity curves.

Strategic Advantages

• Zero Manual Intervention: AI models handle all analysis and decision-making autonomously, eliminating emotional bias
• Dynamic Optimization: No fixed reliance on a single model; the system continuously tracks and follows the top performer
• Risk Isolation: Virtual and live accounts are separated — only verified profitable models trigger live execution
• Multi-Dimensional Analysis: Multi-timeframe indicator fusion enhances signal reliability

Applicable Markets

Cryptocurrency perpetual swap markets. The strategy runs on an hourly cycle, suited for high-volatility mainstream cryptocurrency trading pairs.

Vedio Link：Ai Contest Model