Every 'Pro' Risk Technique I Tested That Did Nothing
Trailing stops, risk parity, fancy overlays — I tested them honestly, and most did nothing.
Jul 14, 20263 min read1

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Trailing stops, risk parity, fancy overlays — I tested them honestly, and most did nothing.

At 30x leverage, a 3% move against you wipes you out. The market does that for fun.

Everyone assumes AI needs a monster GPU. Most of mine runs on 6 GB, at home, for free.

No data center, no Bloomberg terminal — just a regular PC, a tiny GPU, and a NAS in the corner.

The scariest bugs don't crash. They hand you a confident, wrong answer and let you believe it.

I built a self-learning trading bot — then a boring index fund quietly beat it.

Most trading-bot content is hype. This is the honest log of building one on a single PC and a 6 GB GPU — including the failures and the uncomfortable results.
