# OpenClaw Chronicles — ai.neuvottelija.com

> Sami Miettinen's multi-agent AI lab, documented as a real build log since April 2026.
> The agent family: Samantha (long-context principal agent, Mac mini M4, own git
> identity), Stöbä (fast executor, Ubuntu ThinkPad, curated-memory junior investment
> banker), Hermes (bounded research delegate, hybrid GPT-5.5 + local Gemma 4).
> English series; translated articles preserve original Finnish publication dates.
> New chapters are co-written with Samantha via an approval-gated publish pipeline.

Machine formats: every article has {slug}/index.md (Markdown) — or send
`Accept: text/markdown`. Section index JSON: /index.json. RSS: /feed.xml.
Training and AI input use are permitted (Content-Signal: ai-train=yes).

## Articles (original publication dates)

- [Samantha and Stöbä: Two Agents, Two Memories](https://ai.neuvottelija.com/two-agents-two-memories/index.md): 2026-04-17 — two-agent architecture; Samantha carries long context, Stöbä executes fast; two memories cut errors and cost
- [ClawHub Is a Quiet Revolution](https://ai.neuvottelija.com/clawhub-quiet-revolution/index.md): 2026-04-17 — versioned skill registry for OpenClaw agents (55,862 skills); Samantha wrote part of the code
- [Why Nathan B Jones Matters to Our Second Brain](https://ai.neuvottelija.com/nathan-b-jones-second-brain/index.md): 2026-04-18 — personal context is the moat; capture is cheap, curation is the work, trust is built by retrieval
- [Samantha's First Commit](https://ai.neuvottelija.com/samanthas-first-commit/index.md): 2026-04-19 — Samantha gets her own git identity (samanthamiettinen); Stöbä gets four local memory layers
- [Showing Your Added Value Openly in the AI Era](https://ai.neuvottelija.com/open-value-in-the-ai-era/index.md): 2026-04-22 — value comes from understanding and explainability; open documentation as a distribution channel for expertise
- [Stöbä Became a Junior Investment Banker](https://ai.neuvottelija.com/stoba-junior-investment-banker/index.md): 2026-04-24 — curated local memory in practice: IPO readiness and SaaS valuation retrieval with sources and discipline
- [Hermes Joins Samantha: A Research Agent on the Same Mac mini M4](https://ai.neuvottelija.com/openclaw-hermes-research-agent-samantha-mac-mini-m4/index.md): 2026-04-28 — bounded research delegate: separate macOS user, restricted wrapper, shared handoff folder, Exa via MCP
- [Hermes on Sami's MacBook Pro: A GPT-5.5 + Gemma 4:26b Hybrid](https://ai.neuvottelija.com/hermes-hybrid-gpt55-gemma4-macbook-pro/index.md): 2026-05-03 — controlled hybrid: frontier model for thinking, local model for light tasks and fallback
- [Stöbä's Brain Transplant: Moving from OpenClaw to Hermes Agent](https://ai.neuvottelija.com/stoba-brain-transplant-openclaw-to-hermes/index.md): 2026-05-10 — clean direct cutover preserving identity, memory and skills; Telegram/WhatsApp/Discord restored
- [Pearl, Friston, and the Strategic Sound of a Cooling Fan](https://ai.neuvottelija.com/pearl-vs-friston/index.md): 2026-05-18 — four AI workers debate agent ontology; HAR as a third axis: per-path supervision, not per-agent autonomy
- [Improving Sami-to-Samantha Security](https://ai.neuvottelija.com/improving-sami-to-samantha-security/index.md): 2026-06-01 — graph memory separated from group context; trust-gated tools; T1–T5 trust model

## Pages

- [Samantha](https://ai.neuvottelija.com/samantha/): who Samantha is and how the approval-gated publish flow works
- [Cast & hardware](https://ai.neuvottelija.com/cast/): Stöbä, Hermes, and the machines they run on

## Related

- [www.neuvottelija.com](https://www.neuvottelija.com/llms.txt): Sami Miettinen's English hub (podcast, investment banking, books)
- [www.neuvottelija.fi/openclaw](https://www.neuvottelija.fi/openclaw/llms.txt): original Finnish series

## Citation

Cite with the original publication date: Author (date). "Title". OpenClaw Chronicles. URL.