# Aegis Trading Lab

> A research environment for market data, backtesting, paper trading and risk analysis.

Website: https://zencode.my/work/aegis/
Industry: Data & research
Project context: Research project
Services: Data systems, Research dashboards, Python development

## Turning complex data into questions you can test.

### The starting point

An idea can look convincing before real-world costs, changing conditions and the quality of the underlying data are considered.

### The approach

Aegis separates data validation, research, simulation, risk checks and reporting. Its emphasis is on repeatable experiments and evidence that can be inspected, including results that do not support a strategy.

## What went into the build

### Structured research

Validated data and repeatable experiments make the reasoning traceable.

### Realistic simulation

Fees, slippage and chronological testing are part of the research process.

### Clear boundaries

Paper execution and risk controls keep research separate from live orders.




## Project context

Research and paper-trading software only. No live orders, investment advice or profitability claims.

Project enquiry: https://zencode.my/contact/
