Every Single Tick

Proof

Case studies

Real examples of strategy extraction, audited backtesting, and production automation across MT5, Pine Script, and Python — each broken down by problem, approach, deliverables, and auditability.

Rule‑Parity Automation for a Discretionary Breakout Strategy

MT5 Expert Advisor with trade‑by‑trade audit overlays and risk guardrails.

MT5 (MQL5)Tick backtesting
47
Total trades
57%
Win rate
1.38
Profit factor

Backtest assumptions: 1.2 pip spread, $7 commission per lot, tick‑level data. Past performance does not guarantee future results. Out‑of‑sample validation recommended before live deployment.

TradingView Indicator + Alert Pipeline for Signal Consistency

Pine Script indicator designed for non‑repainting signals and clean alert logic.

TradingView (Pine Script)Optional webhook integration
156
Bars evaluated
23
Signals fired
Volume
Top reject reason
ML Signal Filter Prototype for Regime‑Aware Strategies

Python research harness for feature design, walk‑forward validation, and model monitoring.

PythonResearch + backtesting
+15.8%
OOS return (ML)
+6.3%
Baseline return
+9.5%
ML edge

ML is optional and should be added only when the data, validation, and monitoring plan justify it. Avoid implying guaranteed returns or “AI that always adapts.”

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