Preliminary

• d2l 中文
• Transformer from Seq2Seq: Example with detailed code
• LLM 全景速览

Application

• LLM 应用开发实践笔记
• Transformers 库快速入门

Reproduce

• 从头构建Llama
• Llama3详细拆解与构建

Post-Training

• LLM Post-Training: A Deep Dive into Reasoning Large Language Models (arXiv:2502.21321)
• Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models (arXiv:2503.09567)
• A Survey of Context Engineering for Large Language Models (arXiv:2507.13334)
• The Ultimate Guide to Fine-Tuning LLMs from Basics to Breakthroughs: An Exhaustive Review of Technologies, Research, Best Practices, Applied Research Challenges and Opportunities (arXiv:2408.13296)

Agent

• AI4Research: A Survey of Artificial Intelligence for Scientific Research (arXiv:2507.01903)
• Agentic Design Patterns by Antonio Gulli
• A Survey on Agent Workflow – Status and Future (arXiv:2508.01186)

Inference

• LLM Inference Handbook by BentoML
• A Survey on Test-Time Scaling in Large Language Models: What, How, Where, and How Well? (arXiv:2503.24235)

Others

• A Survey on Diffusion Language Models (arXiv:2508.10875)
• Implicit Reasoning in Large Language Models: A Comprehensive Survey (arXiv:2509.02350)