Today's homework is to talk about @Almanak__. This project aims to solve a persistent issue in the industry: too many projects rely on Vibes and CX for their economic models, rather than rigorous mathematics. What we market participants fear the most is that once a project goes live, it leads to infinite inflation or liquidity exhaustion, ultimately burying us. Almanak's entry point is right here. It provides project teams with a "digital twin" simulation environment for token economic models. Before the TGE, projects can run their models using real on-chain data and market behavior logic to stress test whether the model will collapse. Almanak can simulate: With such a large token release, how much selling pressure will the market face? Will the incentive loop collapse under extreme market conditions? How much trading impact can the liquidity pool withstand? Through simulation, project teams can identify design flaws in advance, rather than letting users risk real money to find out after going live. So what benefits does this bring to us investors? It's simple: it provides a data-driven basis for decision-making. If a project has undergone this kind of simulation, it at least indicates that it is not a makeshift operation. We can see its potential risks under different market conditions. It also introduces AI agents, allowing the entire system to continuously evolve. I noticed they postponed the TGE recently, and I actually see this as a good sign. It confirms that before everything runs smoothly in the simulation environment, they will not easily push it to the real market. Web3 needs to shift from being vibe-driven to data-driven, and the emergence of tools like Almanak is a positive signal. #Cookie @cookiedotfun #Almanak