... make analysis reliable. That led me to create a language for it. But the deeper discovery was this: the method I used to build all of this could itself be structured, repeated, and eventually automated. That became XOX. APE is one proof that it works. If you're curious, you can find more about Quynah at quynah.com . Comment from David van Aelst(@david_van_aelst): @rianbrob  Appreciate that, Rian. The interesting part for me wasn t building ... ... realizing the method itself could be structured and repeated. That s where XOX

... form Run in one click The problem with backtesting: - Too many tickers (296 on our platform) - Too many time periods - Analysis paralysis before you even start Now you just... ask. Real examples that work: "I want to test tech vs energy during 2022" AI recommends: AAPL, GOOGL, XOM

... noticed two main narratives in how companies view their competitors. Either it s a fight to the death approach exactly like what we see between Replit and Lovable (though it seems Replit does more of the provoking ) basically: We speak badly about our competition. Or it s more motivational: We speak positively about our competition. Tho I do not know whether I have seen some example of this competition, I can see it only in terms of personal branding when ... ... people do not want to say bad things about someone, even when they are competitors