Field notes from the practice
Journal.
Writing on AI security, agentic systems, and engineering practice.
Featured — RAG
Understanding LLM Specialization: RAG vs. Fine-Tuning
When to use RAG and when to fine-tune: a decision framework for engineering teams.
Featured — RAGWhat Is Retrieval-Augmented Generation (RAG)?
RAG explained: architecture, tradeoffs, and implementation patterns for production systems.
2026 · 01 · 14
Understanding LLM Specialization: RAG vs. Fine-Tuning
When to use RAG and when to fine-tune: a decision framework for engineering teams.
7 min · Read →
2025 · 06 · 22
What Is Retrieval-Augmented Generation (RAG)?
RAG explained: architecture, tradeoffs, and implementation patterns for production systems.
7 min · Read →