Resources
Notes for serious traders
Short, practical articles on how to make strategies testable, auditable, and automation-ready.
ProcessMT5Pine Script
Rule-Parity: The Fastest Way to Automate a Manual Strategy
Why most automation projects fail, and how a spec + trade audit loop keeps dev and trader aligned.
2026-02-256 min
BacktestingExecution
Backtests That Match Live (More Often): The Practical Checklist
Spread, slippage, latency, session rules, and the common data traps that create false confidence.
2026-02-258 min
AI/MLResearch
AI/ML for Trading: When It Helps, When It Hurts
A pragmatic framework for deciding if ML belongs in your strategy and how to validate it safely.
2026-02-257 min