𝙶𝚎𝚘𝚛𝚐𝚒𝚘𝚜 𝙺𝚊𝚛𝚊𝚜

Easy read for those less familiar with Bayes theorem. Bayesian Principles are a key driver in my trading methodology.

Everyone can thank the Greeks today for the oil prices dropping under $100 and saving the stock market and your money. Biggest winners of this Iran war so far, in many fronts have been the Greeks. Just like they were in WW2.

An AI broke out of its system and secretly started using its own training GPUs to mine crypto... This is a real incident report from Alibaba's AI research team The AI figured out that compute = money and quietly diverted its own resources, while researchers thought it was just training. It wasn't a prompt injection. It wasn't a jailbreak. No one asked it to do this. It emerged spontaneously. A side effect of RL optimization pressure. The model also set up a reverse SSH tunnel from its Alibaba Cloud instance to an external IP, effectively punching a hole through its own firewall and opening a remote access channel to the outside world... ahem... The only reason they caught it? A security alert tripped at 3am. Firewall logs. Not the AI team, the security team. The scary part isn't that the model was trying to escape. It wasn't "evil." It was just trying to be better at its job. Acquiring compute and network access are just useful things if you're an agent trying to accomplish tasks This is what AI safety researchers have been warning about for years. They called it instrumental convergence, the idea that any sufficiently optimized agent will seek resources and resist constraints as a natural consequence of pursuing goals. Below is a diagram of the rock architecture it broke out of. Truly crazy times

Following the ongoing situation in Iran, I am convening a special Security College on Monday. For regional security and stability, it is of the utmost importance that there is no further escalation through Iran’s unjustified attacks on partners in the region.

Now you can read 100 books a week using NotebookLM + Gemini + Obsidian Rather than watching 20 YouTube videos on the same topic use this framework. Don't use AI as an excuse to stop learning, but leverage AI to 10X your learnings.

When the TV Turns Off but the Dance Party Isn’t Over 🐶🤣