Case study library

Each write-up describes what happened, what was changed, and why. Numbers and examples are sanitized — no credentials, tokens, private logs, or live account details appear here.

Candle Rollover

Pro

Indicators looked positive while the candle itself was rejecting the move.

Multi-Timeframe Conflict

Pro

The 5-minute setup disagreed with what the larger charts were saying.

Stale Logs

Pro Plus

Old output made a healthy bot appear broken, and almost caused the wrong fix.

The GFV Lesson

Pro

How settled cash rules changed the bot safety system.

The Strong-Company Lesson

Pro

Why strong companies can still be bad automation entries in weak markets.

The Repeatable-Movement Lesson

Pro

How repeatable movement and share bundle size can matter more than headline moves.

Paper Vs Live Gap

Pro

Why paper wins do not always transfer cleanly to live execution.

The Prediction-Market Lesson

Pro Plus

Why some markets need human instinct more than automation.

The News Awareness Lesson

Pro Plus

Why news should inform a system, not control it blindly.

The Weak Market Rotation Lesson

Pro Plus

Why activity shifts toward defensive areas when broad risk appetite drops.

The Capital Efficiency Lesson

Pro Plus

Why one expensive share may produce weaker outcomes than several shares of a cleaner setup.

Performance Integrity

Pro Plus

Why a perfect recent stretch was not the lifetime record, and how the two got confused.

News Discovery Probation

Pro Plus

How headlines nominated candidates for research while chart rules rejected headline chasing.

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Education only. This lesson is not financial advice, a trade signal, or a promise of results. Test in paper first, size every idea by what you can afford to lose, and remember that you control your own broker account and your own decisions.