Transformers

Attention, architectures, and fine-tuning.

DeepSeek V3.2: Frontier Reasoning at 6x Lower Cost

Technical deep dive into DeepSeek V3.2's architecture: DeepSeek Sparse Attention (DSA), integrated reasoning with tool-use, and how it achieves IMO gold-medal performance.

#deepseek #architecture #sparse-attention

Deep Dive 25 min read

DeepSeek R1 Architecture: How Reinforcement Learning Creates Reasoning

Deep dive into DeepSeek R1's architecture: how pure RL training enables chain-of-thought reasoning, the GRPO algorithm, MoE design, and knowledge distillation.

#deepseek #architecture #reinforcement-learning

Open Seas 20 min read

Getting Started with DeepSeek R1: The Open-Source Reasoning Model

Run DeepSeek R1 on AWS Bedrock or locally with Ollama. Learn to use its chain-of-thought reasoning for complex problem-solving, coding, and math.

#deepseek #reasoning #bedrock