Author
Karol Piekarski
PhD, Agentic AI & Data Engineer
PhD; agentic AI and data engineer at Vstorm. Publishes on agent architectures, data pipelines, and production AI engineering.
Articles by Karol Piekarski
All articles- RAG Is higher accuracy always the goal?
- Agentic AI Dynamic Tool Discovery: A Systematic Evaluation of 8 Search Strategies for AI Agents
- AI From Search and Summarize to Multi-step Reasoning: Understanding Agentic RAG
- AI Beyond Frontier Models: Testing Lightweight LLMs for Document Processing in RAG
- RAG Old-School Keyword Search to the Rescue When Your RAG Fails
- RAG When clean text is not enough: structured extraction for RAG
- RAG Why RAG is not dead: a case for context engineering over massive context windows
Work with us
From reading to shipping.
Book a free 45-minute consultation. We'll map one real process worth automating with production-grade AI.