Reading up on Surge

AI progress is constrained by long-task reliability, labor reallocation, cost inefficiencies of general APIs, the declining value of raw coding skills, inadequate benchmark testing, the limits of formal verification without strong specs, memory-bound local hardware advantages, the shift from data to environment-driven training, and the rising competitiveness of US open-weight models.

Neko Master is a modern dashboard for real-time network traffic visualization and analysis, featuring multi-gateway monitoring, Docker-based deployment, and agent-assisted data collection from gateways like Clash and Surge.