01 / THE PROBLEM
The challenge.
Build reliable experiments around market data while keeping research outcomes distinct from live execution and realized results.
04 / RESEARCH / MARKET SYSTEMS / 2026
Trading Research Systems.
Market data, reproducible backtesting and risk-aware execution research across independent projects.
Research and demo environments
02 / THE SYSTEM
How it works.
The projects include data collection, strategy engines, backtests, demo execution and parity monitoring. A June 2026 revision introduced immutable backtest-window snapshots for reproducibility.
03 / RESULT & CONTEXT
What the record shows.
The reviewed scalping repository describes its current runtime as demo/testnet only and labels its backtests research-only. No profitability or live-equivalence claim is made here.
04 / THE TAKEAWAY
Engineering, in perspective.
A measured backtest is a starting point for validation; configuration, data availability, costs and live parity must be checked separately.