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8 years in the markets.
^ crypto. indices. metals.
OSINT. Cybersecurity. AI Engineering
^ building trading tools
The deeper I go — the more I understand
how much I still have to learn.
Going institutional.
Studying the tools real players use.
The layer most retail traders never reach.
In markets, the edge isn't a strategy.
It's how deep you're willing to go.
I share everything publicly —
the progress, the builds, the research,
and the lessons that cost the most.
Welcome

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