AI, ML, and networking — applied and examined.
Essays
Essays

The “Eureka Moment” in a 13-Page PDF: When Compute Aristocrats Get Humbled by a Budget GPU

DeepSeek-R1 is not just an open-source victory, but a dimensional strike against “brute force aesthetics.” It proves that logic doesn’t require massive GPU clusters, just the right incentives. A deep dive into the RL Aha Moment and Distillation.