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Sami Honkonen

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Two models are cheaper than one

How splitting the work between a frontier model and a cheaper one cuts costs without a quality hit.

Guidance injection: reliable instructions for local LLMs

System prompts don’t work reliably for smaller models. Guidance injection delivers instructions at the exact moment they’re needed instead.

An agent capability library

A growing collection of tool docs that agents read on demand

Purpose-built local AI agents

How I turned an idle Mac Studio into a private AI backend, and built purpose-built agents on top of it.

A love letter to exe.dev

Why having a computer on the internet feels good again.