AI Lab
OpenClaw Chronicles
Since April 2026, Sami has run a real multi-agent home lab and documented every step: Samantha (the long-context principal agent on a Mac mini M4, with her own git identity), Stöbä (a fast executor on an Ubuntu ThinkPad, retrained as a junior investment banker), and Hermes (a bounded research delegate). The series covers agent memory architecture, trust models and prompt-injection defense, agent migrations, and hybrid local/frontier model setups.
The full series — including English translations of the original Finnish articles, preserved with their original publication dates — lives at ai.neuvottelija.com. New chapters are written in English together with Samantha through an approval-gated publishing pipeline.
Start here
- Samantha and Stöbä: Two Agents, Two Memories (Apr 2026)
- Improving Sami-to-Samantha Security (Jun 2026)
- Pearl, Friston, and the Strategic Sound of a Cooling Fan (May 2026)