Gen AI

Why Laravel, Yii and Rails Suit Agent Driven Development

Fullstack framework code generated by an AI agent.

Conventions, good docs and little code: why fullstack frameworks shrink the context an AI agent needs, and why Django is not my pick. more

How I Lost 900 PLN on Gemini Tokens in a Subscription

Abstract visualization of artificial intelligence and data processing.

A bill of nearly 900 PLN for Gemini API despite billing alerts. Two causes: a changed Google account email and paid subscription overages. more

Fast Code Generation with Agents, Rails, and MongoDB

Abstract visualization of artificial intelligence and data processing.

Get useful code out of AI agents faster by pinning versions, keeping a short README as the source of truth, and sending small prompts. more

RAG in Practice: Anti-Patterns, Best Practices, and Why Simplicity Wins

Diagram illustrating complexity in a RAG architecture.

Seven RAG anti-patterns that quietly ruin retrieval quality, and the simpler practices that fix them: own the context, structure over size. more

Multimodal RAG for Images - 2026 Guide

Python code and image processing in a multimodal RAG workflow.

Build image search that answers in text: pick an embedding model, a vector database and a multimodal LLM, then cut the running cost. more

Why Law Firms Need Their Own LLM/RAG

Digital Lady Justice representing artificial intelligence for law firms.

Weigh a private LLM/RAG for a law firm: hallucination risk, attorney-client privilege, running cost and what implementation demands. more

My First RAG

Diagram showing an image converted into a vector embedding.

How a 2019 visual product search was built, from crawling shop catalogues to vectorising photos and serving nearest-neighbour results. more