Data: official Kalshi settlements
Series · Learning from failuresMost content about these markets sells winning strategies. We do the opposite: we cover the ones we have tested and measured in our own systems and that turned out to be failures, with their loss mechanism explained. If you use any of them, you will likely lose money; if you avoid them, you are already ahead of most people.
Doubling after every loss "to recover with a single hit." The math that buries it, with numbers.
"I'll recover in the next window": how a normal loss turns into a ruinous session.
More trades is not more money: without selection, fees eat up all the gross profit.
We simulated it on 222 real entries: every early exit lost more than holding.
Full compounding and the "safe" signal at 99%: a single adverse turn and there is no next trade.
We measured an indirect signal chain: it arrived 35–40 seconds late. In 15 minutes, that is a different market.
Because almost nobody does: admitting a failure does not sell courses. But each of these traps cost us time or measured paper money before we understood it, and we would rather you learn from our record than from your bankroll. None of these pages describes a winning strategy — some work better than others, but none eliminates risk —: they describe concrete ways to lose, which is the knowledge that truly protects a beginner.
The result data on this site are the official Kalshi settlements.