Two models are cheaper than one

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

June 24, 2026 · 3 min · Sami Honkonen

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.

June 23, 2026 · 3 min · Sami Honkonen

An agent capability library

A growing collection of tool docs that agents read on demand

June 22, 2026 · 2 min · Sami Honkonen

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.

June 9, 2026 · 4 min · Sami Honkonen