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Insights

Build notes, architecture, and lessons.

Articles about automation systems, bots, trading infrastructure, and experiments.

Automation architecture

Building a time-aware AI trading workflow with n8n and MT5

How market context, structured model output, validation, and an execution bridge fit together.

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Discord automation

How an n8n workflow tracks Discord identity changes

An implementation story covering state, history, alerts, and moderator workflows.

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Trading lessons

What a 90-day trading experiment taught me about discipline

A personal reflection on rules, overconfidence, execution, and why automation became the next step.

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Forex education

Forex 101: a practical personal introduction

Market basics, leverage, risk, scams, and the importance of regulated providers.

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