You gotta build a "digital twin" of the mess you're actually going to deploy into, especially with stuff like mcp (model context protocol) where ai agents are talking to data sources in real-time.

About 90% of China’s oil imports pass through the Straits of Hormuz, suggesting a sizable risk for the country from shipping disruptions tied to the war in Iran. Yet the figure may be misleading, and ...

Excel is my database, Python is my brain.

# 1. Initialize Parameters as defined in the document cite: 8, 9 Wf, Whf, bf = 0.5, 0.1, 0 # Forget gate cite: 10 Wi, Whi, bi = 0.6, 0.2, 0 # Input gate cite: 11 Wc ...

U.S.–Israel–GCC strategy, Hormuz risk, oil shock, global supply chain impact and escalation analysis. As of March 27, 2026—one month after the February 28 assassination of Supreme Leader Ayatollah Ali ...

You are allowed to use the AI coding tool of your choice. You must submit the result as pull requests and must be able to answer and fix issues that the pull master requests. You are expected to ...