#### My motto in Life
>"A **meta condition**. Do it solely expecting to lose, and consciously focus on doing your best while being unconscious of winning."
>"**Learning** is a great foundation of success; you'll be able to project what you want to do in life. Here's the catch: *Learning* does not guarantee genuine long/short-term success; Your *goal* does not exist and will never exist in reality unless you keep building to bring that into the present. **You have to keep ***Building while Thinking.*****"
>"*What would you do if you were in a field of randomness, uncertainty, and incomplete information?* That is right. ***Welcome to Trading***, where you yourself must develop your own optimal way of trading that consistently generates profitable EV, despite learning valuable foundations from others."
>Mistakes are inevitable. You just need to create/build achievements that outweigh your flaws.
#### Wildmind Quasars LLC's product motto
>Trade no emotion. Trade without discretionary decisions. Sleeping with the Bot being in action. No pain, no stress, just automated trading.
#### Hierarchy of Priority
```
Live-market applicable methodologies
Quantitative Modeling
Non OCHL&time-based Strategies
Robustness
Diversification
Risk management
High RRR, and high winrate strategy
Walkforward Optimization, Overfitted out-of-sample data results is good
```
> [!NOTE]
> The company is still premature. Some strategies will be Open source soon.
---
**"~~Simplicity~~ Effectivity & Clarity ~~Complexity~~"**
*Wildmind Quasars LLC © 2025*
| Feature/Aspect | Pine Script | Python | MQL5 |
| ----------------------------- | ------------------------------------------------------------------------------------------------- | ----------------------------------------------------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------- |
| **Description** | Domain-specific language for creating **trading indicators and strategies** on TradingView. | General-purpose programming language used for **web development, data analysis, AI, automation**, and more. | Domain-specific, C++-like language for **automated trading, indicators and scripts** on MetaTrader 5 (EAs, custom indicators, tools). |
| **Primary Use** | Financial charting, indicators, alerts, backtesting strategies. | Wide range: data analysis, AI/ML, web development, automation, finance, etc. | Automated trading (Expert Advisors), custom indicators, order management, and trading utilities. |
| **Execution Model** | Runs **bar by bar** on time series data; series variables track historical values automatically. | Procedural, object-oriented, or functional execution; manual handling of time series required. | **Event-driven**: `OnInit`/`OnDeinit`/`OnTick`/`OnTimer` etc.; executes per tick and can process bar data — ideal for live trading. |
| **Data Handling** | Built-in support for price series, OHLC data, and indicators. | Requires libraries like Pandas or NumPy for structured data and time series. | Built-in market data functions (`CopyRates`, `CopyTicks`, series arrays); supports arrays, structures, and low-level access to history. |
| **Plotting & Visualization** | Limited to chart overlays, indicators, and shapes on TradingView. | Full-featured plotting with libraries like Matplotlib, Plotly, Seaborn. | Chart objects, graphical primitives and indicator buffers for on-chart visualization; less flexible than general plotting libraries. |
| **External Integration** | No direct access to files, APIs, or databases; restricted to TradingView. | Can integrate with databases, web APIs, files, cloud services, and more. | Can read/write files, use `WebRequest` for HTTP, and call DLLs (subject to platform security settings); integration is possible but sandboxed. |
| **Libraries & Extensibility** | Cannot import external libraries; only built-in Pine functions. | Vast ecosystem of libraries for almost any task. | Standard MQL5 library, user include files, and ability to call external DLLs for extended functionality (with caution). |
| **Backtesting & Strategy** | Native support for strategy testing, alerts, and position sizing. | Requires manual coding or external frameworks for backtesting and trading simulations. | Robust Strategy Tester with tick/real ticks simulation, optimization, multi-threading and walk-forward testing built into MT5. |
| **Variables & State** | Series variables automatically track historical values; supports mutable and immutable variables. | Variables are mutable; history tracking must be implemented manually. | Standard variables, static/global scope, object-oriented support (classes), and persistent storage via global variables/files. |
| **Loops & Control Flow** | Limited support for loops; vectorized operations preferred. | Full support for loops, recursion, comprehensions, and control structures. | Full control flow and loops; supports structured, procedural and object-oriented paradigms (C++-like syntax). |
| **Learning Curve** | Easier for traders due to focused domain and simple syntax. | Steeper learning curve but highly versatile; large community support. | Steeper if you lack C/C++ experience; requires knowledge of trading concepts and platform specifics (order types, symbols, margins). |
| **Performance** | Optimized for chart calculations; efficient for time series. | Performance depends on implementation and libraries; may require optimization for large datasets. | Compiled to native code (high runtime performance), designed for real-time trading with low latency. |
| **Limitations** | Restricted to TradingView platform; cannot perform general computing tasks. | Not inherently designed for trading platforms; requires additional coding for finance-specific tasks. | Tied to MetaTrader 5 platform and broker environment; some operations (DLLs, WebRequest) subject to security and broker settings. |