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The Artifipedia blog

Guides, comparisons & explainers.

Practical writing on AI — how the pieces fit together, which tool to reach for, and what the latest developments actually mean. Each post links into the encyclopedia to go deeper.

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July 15, 2026

How to read a model release

Every few weeks a lab announces a new frontier model and every headline says the same thing. Here's how to work out what actually changed, what the benchmark numbers mean, and which parts of the announcement are marketing.

LLMs · Benchmarks · Tools

July 15, 2026

Your RAG system isn't hallucinating. It never found the answer.

When a RAG system gives a bad answer, almost everyone blames the model. Usually the right passage was never retrieved — and that changes everything about how you fix it.

RAG · Embeddings · Vector Database

July 10, 2026

RAG vs. Fine-tuning: which should you actually use?

The two most common ways to make a general AI model work on your problem — why the choice is simpler than it looks, why almost everyone gets it wrong in the same direction, and what to try before you touch either.

RAG · Fine-tuning · LLMs