I used to state this myself, but assuming Jeff is correct APs have access to paper BTC on steroids. Yes they eventually have to deliver but given the levered longs whose positions are laid out like an open book it made the game easy when you had access to monopoly BTC. Yes levered longs were forced into that sale position so you are not wrong that people sold but it was a forced sale in an asymmetric game. People should just be aware of who they are playing against and that the rules are not applied equally.
@esrtweet@atmoio AI is a power multiplier that allows higher level thinking by freeing up mental resources and time. This is true across a range of domains.
I built a Medicaid Fraud Index from HHS Medicaid spending dataset using Bayesian outlier scoring with cost-growth and provider-concentration signals.
The model highlights counties with the strongest high-risk patterns. The situation might be worse than we thought.🤔
@JoshMandell6 I can't recall exactly when you called Gold. I know I was a bit late when you did, but I know you were making calls in Oct 2025 that you absolutely nailed in lat Jan. Congrats on some amazing insight and thanks for sharing.
The Ralph loop is a lossy compression/decompression algorithm that uses the LLM as a dictionary. You can make it lossless with more details if you want. It is my opinion that you could in theory create a single PRD that would rebuild an entire binary system as long as it was structured correctly. You could probably do this by creatign a backwards/forwards loop iterating from the actual running system to the PRD and then going the other direction and doing either a binary or function compare (depending on what kind of equivalency you wanted). It will likely never be lossless, but this means that every PRD has the capability of spinning up a complete system with enough loops. More importantly this means infrastructures like gas town etc could be "shipped" as single PRDs or a set of them and then run in a ralph loop to "decompress" and deploy.