Szymon Pacholski Site

About Me

Welcome to my digital corner! I'm Szymon, a developer exploring the realms of software engineering and artificial intelligence. Dive into my blog and projects to see what I'm up to.

Is Claude Code Hallucinating Again? Learn the AI Agents Architecture That Will Cure Your Terminal

AI/LLMClaude Code

Published: 2026-01-13

Hallucinations aren't a bug in LLM systems—they're a feature. The solution isn't waiting for the next language model, but changing your workflow. Here's how to use the MCP standard, CLAUDE.md files, and Multi-Agent strategy to transform guessing into solid engineering.

Mastering Claude Code: A Guide to Skill-Based Architecture

AI/LLMPrompt EngineeringAI Agents

Published: 2026-01-08

Moving from chaotic prompts to modular architecture. A guide to designing LLM tools that minimize hallucinations.

GraphRAG – Why Vector Search Alone Isn't Enough

AI/LLMMLOpsRAG

Published: 2025-12-30

Discover why traditional vector search hits a wall with complex queries and how GraphRAG transforms retrieval systems by understanding relationships, not just similarity.