AI
14 posts
Writing Your Own Claude Code Skill / Agent
Frontmatter rules and practical examples for authoring custom SKILL.md files and subagent definitions.
Claude Code Skill / Agent -- Overview and How They Work
What Claude Code Skills and Subagents are, how they work internally, and when to reach for each.
MCP Server Building Guide -- Spring Boot Edition
How to build an MCP server with Spring AI, define Tools and Resources, and connect them to AI.
MCP Server Building Guide -- Python Edition
How to implement Tools, Resources, and Prompts with Python FastMCP using the Model Context Protocol.
2026 LLM Model Comparison: System Specs and Use Cases by Size
A side-by-side comparison of major LLM parameters, VRAM, and GPU requirements.
Essential Glossary for Requesting Web Development from AI
Standard terminology organized by domain for clear communication with AI in web development.
Practical Guide to LLM Fine-Tuning: From LoRA to SFT
Core concepts of fine-tuning through practical LoRA/QLoRA code examples.
A Practical Guide to Prompt Engineering
Key prompting techniques for getting the responses you want from LLMs.
The Complete Guide to RAG Development Methodology
A step-by-step guide from RAG core concepts to Python implementation.
AI Structured Output -- JSON Mode and Function Calling
How to get structured JSON responses from LLMs, including function calling and tool use.
Local LLM Execution Guide -- Ollama, llama.cpp, vLLM
How to run LLMs even without a GPU, plus tool-specific features and model selection criteria.
AI Agent Design Patterns -- ReAct, Plan-and-Execute, Multi-Agent
Comparing major AI agent architecture patterns and implementation approaches.
Vector Database Comparison -- Chroma, Pinecone, Weaviate, pgvector
Comparing characteristics, performance, pricing, and use cases of vector DBs essential for RAG.
Getting Started with LangChain -- Chains, Agents, and Memory
Core LangChain concepts including chain composition, agents, and conversation memory with Python examples.