· Tomasz Guściora · Blog
Snack-size RAG - Guardrail Garage #003
A small, practical plan for building a snack-size RAG assistant with a tiny local LLM on a VPS. Goals, constraints, and a quick tour of RAG options, plus a few personal updates.
Blog DemystifAI
Bądź na bieżąco ze światem data science i machine learning. Zasubskrybuj Substack DemystifAI, aby otrzymywać powiadomienia o nowych wpisach. Wpisy na blogu wyłącznie w języku angielskim, ale nikt Cię nie powstrzyma przed użyciem AI do tłumaczenia, prawda? ;)
· Tomasz Guściora · BlogEnter Claude Code - Guardrail Garage #002
A hands-on introduction to Claude Code as an AI pair programmer, with setup tips, workflow patterns, and hard-won lessons from a two-week refactor sprint. Includes guidance on planning, testing, and keeping control over agentic tools.
· Tomasz Guściora · BlogPrompting 101 - Guardrail Garage #001
A practical introduction to getting better results from LLMs: free ways to compare models, meta-prompting, a simple prompting framework, and Socratic questioning. Part of the Guardrail Garage series.
· Tomasz Guściora · BlogTokenomics of Large Language Models - Gradient Street #003
A practical tour of tokenisation for LLMs. Why word-level fails, how subwords and BPE work, and what modern tokenisers look like, with tips and resources. Plus a brief personal update.
· Tomasz Guściora · BlogInto Another Dimension - Embeddings - Gradient Street #002
An accessible tour of word embeddings, from Word2Vec to GloVe, with intuition, a touch of maths, and practical notes on training and using them. Includes caveats, examples, and where modern models fit.
· Tomasz Guściora · BlogDo machines understand words? - Gradient Street #001
Do machines understand words? And if not exactly, do they use Google Translate?