

Behind the Code: DeepSeek's Technical Architecture and Training Methods
Sep 2, 2025
17:05
Nick dives deep into DeepSeek's technical architecture, explaining how transformer variations and optimization strategies create computational efficiency that rivals a perfectly tuned Formula One engine. He breaks down complex concepts like sparse attention mechanisms and parameter scaling using his signature economic analogies - comparing attention patterns to cocktail party conversations and training pipelines to skyscraper construction. From novel attention mechanisms that adapt like smart assistants to multi-stage training processes that balance quality against cost, Nick reveals how DeepSeek achieves impressive benchmark performance while maintaining computational efficiency. It's technical architecture explained with the enthusiasm of a data analyst discovering hidden market insights.
This content was created in partnership and with the help of Artificial Intelligence AI
This content was created in partnership and with the help of Artificial Intelligence AI