Lesson Context Market Feed
SPY $746.46 +0.50%
QQQ $719.29 +0.67%
AAPL $309.75 +1.56%
MSFT $418.04 -0.25%
NVDA $216.98 -1.15%
XLK $180.85 +1.26%
Core Concepts

The four moves every automated system must survive

If one of these steps is weak, the system is still discretionary even if it looks automated on the surface.

Workflow Workflow: Idea -> Rule -> Test Environment: Challenge, paper, live Focus: Process over prediction
Key Takeaways What to take from this lesson
Define the market behavior Express it as a rule
Risk Frame What this page should change
  • Do not automate vague pattern recognition you cannot define.
  • Do not confuse historical correlation with a durable edge.
  • Do not move forward until the rules are testable and reviewable.
Step 01

Define the market behavior

State what condition you think exists: trend, mean reversion, breakout, volatility compression, or event response.

Step 02

Express it as a rule

Convert the idea into entries, exits, invalidation logic, and position sizing that the creator can enforce without improvisation.

Step 03

Test the claim

Run historical validation with realistic capital assumptions, symbols, and bad periods instead of trusting the first attractive equity curve.

Step 04

Supervise the live process

Automation reduces repetitive decisions, but the operator still owns monitoring, escalation, and shutdown criteria.