Applications
Applications
RAG, Agents, and real-world applications
6 Articles
24 Papers Referenced
~48 min Reading Time
Recommended Reading Order
1
RAG and Retrieval Augmentation: Giving Models External Memory
Retrieval-augmented generation, vector databases, and RAG system architecture.
2
Agents and Tool Use: Models Are More Than Chat
LLM agents, tool calling, planning, and multi-agent collaboration.
3
Prompt Engineering: The Art of Talking to Models
Zero-shot, few-shot, chain-of-thought, and structured prompt design.
4
Evaluation and Benchmarks: Judging Model Quality
LLM evaluation methods, benchmarks, and common pitfalls.
5
Safety and Adversarial: Protecting and Attacking Models
Hallucinations, jailbreaks, prompt injection, and defense strategies.
6
Code Generation: How Models Write Programs
Code pretraining, code completion, and software engineering agents.