The Lens · Our Standard
How We Prove Our Edge
Anyone can tell a good story about a stock. We hold ourselves to a harder standard —
and we'd rather show you the standard than ask you to take our word for it.
The one-line version. Every claim is sourced, every number is put in plain English,
hype gets flagged as hype, and any trading edge has to beat pure luck by a clear margin
before we believe it — forward, not just on paper. If it can't clear that bar, we say so.
The five rules we hold ourselves to
1. Every claim is sourced — and the spin is flagged
Numbers link to where they came from. When a headline figure is a company's own projection rather than a
result, we say so out loud instead of passing it along.
In plain terms: we show our receipts, and we tell you when a number is a hope, not a fact.
2. Plain English, always
If a claim rests on something technical, we explain it with an everyday analogy right next to it. A claim
you can't understand is a claim you can't check.
In plain terms: if we can't explain it simply, we don't fully understand it — and we won't pretend to.
3. We measure edges against pure luck
A strategy can look brilliant just by being lucky in one stretch of history. So we compare every trading
edge to a "coin-flip twin" — the same trades in random order — and only count the part that
beats luck. We also correct for the fact that testing many ideas will surface a few good-looking flukes.
In plain terms: we don't ask "did it make money?" We ask "did it beat a lucky guess?" Most ideas don't — and we throw those out.
4. Forward proof beats backtests
History-fitted results always flatter. Before we trust a trading edge with real money, it has to prove
itself on a run of
fresh, live trades that behave like the test predicted — not just look
good on old data.
In plain terms: practice stats don't count until you do it in a real game against a real defense.
5. When we're wrong, we correct it in the open
Mistakes get a dated entry in our public
corrections log —
never a quiet delete. The record of what we got wrong is part of the product.
In plain terms: we keep the misses on the shelf next to the wins, on purpose.
What this means for you
It means we will sometimes tell you an exciting idea doesn't hold up — and we'll show our
work when we do. It means our track record includes the times we changed our mind. And it means when we do
say something is real, it has already survived a process designed to kill it. That's a
slower way to publish. It's also the only kind of research worth paying for.
The viral take and the true take are rarely the same trade
Dragonfly Lens maps the AI buildout as
one connected chain and finds the layer where the value actually pools — honestly, and in plain English.
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Educational research, not personalized investment advice. Dragonfly Lens is not a registered
investment advisor. This page describes our editorial and research standards; it is not a guarantee of results.
Past performance does not guarantee future results.