Structure before signals
SwapHunt studies liquidity, behavior, and structural patterns inside crypto markets. The goal is not prediction. The goal is understanding.
Reading markets instead of predicting them.
Why Crypto News Rarely Predicts Price
Crypto news dominates timelines but has a poor track record of predicting price. Understanding why reveals how markets actually process information.
Read observation →Articles
Long-form observations on market structure, trading psychology, and behavior patterns. Written to explain, not to persuade.
Browse articles →Frameworks
SwapHunt is built around a simple idea: make the same decision the same way every time. Context over conclusions, structure over noise.
Read about the approach →E-books
Collected essays on structure, tempo, and decision-making. Each edition captures a specific moment in time - written to be revisited, not consumed.
Browse editions →Reader notes
"Most trading books tell you what to do. This one made me reconsider why I was doing anything at all."— M.K., systematic trader
"I stopped checking news during sessions after reading this. Not because the book told me to, but because it showed me what I was actually reacting to."— A.P., prop trader
"The distinction between flow and conviction completely reframed how I interpret volume."— J.H., quant developer
SwapHunt evolves quietly. Writing accumulates when there is something worth documenting.
Latest Observations
Why Crypto News Rarely Predicts Price
Crypto news dominates timelines but has a poor track record of predicting price. Understanding why reveals how markets actually process information.
~6 min read5 Mistakes I See People Make on Polymarket
Most traders lose on Polymarket not because of wrong predictions, but because of structural mistakes they never notice. Here are the five most common ones.
~8 min readXRP at the Edge: $1.33 Support Holds as Fear Peaks
XRP clings to $1.33 support as extreme fear grips the market and volume hits cycle lows. The $1.30–$1.69 range is the current make-or-break zone.