Meta: A Millionaire-Maker? Fuggedaboutit!

Back in 2012, when this thing IPO’d, it was like the Gold Rush all over again, only instead of panning for gold, you were clicking “like” on pictures of cats. The stock has gone up 1,520% since then. That’s… a lot. More than my Aunt Mildred’s collection of porcelain dolls, and that’s saying something. It’s even outperformed the S&P 500. Which, let’s be honest, isn’t exactly a high bar these days. It’s like winning a race against a sloth. Still, you take what you can get.





![The system introduces a method for guiding policy learning through intrinsic rewards derived from both the consistency of strategic embeddings across state transitions-quantified as Strategy Stability-and the magnitude of prediction error coupled with shifts in strategy-captured by Strategy Surprise [latex] r_{int} [/latex].](https://arxiv.org/html/2601.10349v1/x1.png)
