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What it really takes to run AI on your own files: models, memory and search

· 29 min read
Pere Pages
Software Engineer
An open laptop on a wooden desk at dusk, with a small library of books, folders and code files rising from its screen under a glass dome; a thin lime-green thread of light runs from a highlighted page to a glowing chip beside the laptop, while clouds drift past outside the dome

A laptop with 16–32 GB of memory can answer questions about your own notes, code and unfinished ideas, and none of your data leaves the computer. Choosing the model is the easy part. Two other things decide whether the answers are useful: how much memory the model has, and how well it finds the right pages of your files. Without them, it just guesses, and it sounds sure even when it is wrong.

Jev, Sorted: What TypeSafe's 'System One' Model Actually Is, and What Is Still Just a Claim

· 18 min read
Pere Pages
Software Engineer
A sorting machine on a factory line: parcels arrive on a conveyor belt and a single mechanical arm flicks each one into one of several labelled chutes without pausing, while a slower human clerk at a desk in the background writes a full report about a single parcel.

TypeSafe AI launched Jev on 15 September 2026 with a headline of "193.6x faster, 444.6x cheaper" and a promise that it "can't hallucinate". Read the primary sources rather than the reposts and a narrower, more interesting product appears: a frontier-trained classifier for software, not a better large language model, with every number so far reported by the vendor.