The exact system behind the live trading record on altoraanalytics.com — written up as a complete, beginner-friendly handbook.

Not a "get rich with bots" PDF. This is the engineering: the six-layer architecture we actually run — data, features, signal engines, backtesting, validation, live execution — with working Python code at every step, including a real broker integration (OANDA practice account).

What's inside:

• Setup from a blank laptop

• Getting and storing FX price data (and the duplicate-data trap)

• A feature pipeline: ATR, volatility z-scores, trend regimes, market structure

• Two fully coded signal engines + a menu of six more

• An honest backtest harness — costs included, no lookahead

• The validation layer most guides skip: spread stress, per-year and per-pair robustness, the "zoo table" for killing lucky strategies

• A complete live bot: real OANDA API code for candles, orders and position sizing

• The seven traps that catch every beginner — we hit each one ourselves

• A 10-step roadmap and glossary

Who it's for: anyone comfortable copying code and following instructions. No trading or programming background assumed.

Honest expectations: educational guide, not financial advice, no profit promises. You'll learn to build and test trading systems properly — including discovering that most strategy ideas fail honest testing. That lesson alone is worth the price.

Instant download (PDF) after checkout.