Sami Miettinen's multi-agent AI lab build log: Samantha, Stöbä and Hermes — agent memory, security, migrations and architecture. Written with Samantha.https://ai.neuvottelija.com/enhttps://ai.neuvottelija.com/improving-sami-to-samantha-security/https://ai.neuvottelija.com/improving-sami-to-samantha-security/MemoriLabs graph memory was separated from group context and re-enabled only for Sami's private DM via a plugin-level exact-session allowlist. Tool use is trust-gated. New T1–T5 trust model: no group should be able to become T1.Mon, 01 Jun 2026 00:00:00 GMThttps://ai.neuvottelija.com/pearl-vs-friston/https://ai.neuvottelija.com/pearl-vs-friston/Four AI workers debate Pearl-style vs Friston-style agent ontology. Tapio Nissilä adds HAR as a third axis: per-path supervision (Audit / Monitor / Approve / Command), not per-agent autonomy.Mon, 18 May 2026 00:00:00 GMThttps://ai.neuvottelija.com/stoba-brain-transplant-openclaw-to-hermes/https://ai.neuvottelija.com/stoba-brain-transplant-openclaw-to-hermes/Stöbä, a secondary AI worker running on an Ubuntu ThinkPad, was migrated from OpenClaw to Hermes Agent using a clean direct cutover. The migration preserved identity, memory and selected skills while restoring Telegram, WhatsApp and Discord as control channels.Sun, 10 May 2026 00:00:00 GMThttps://ai.neuvottelija.com/hermes-hybrid-gpt55-gemma4-macbook-pro/https://ai.neuvottelija.com/hermes-hybrid-gpt55-gemma4-macbook-pro/The Hermes agent on Sami's MacBook Pro: GPT-5.5 for thinking, a local Gemma 4:26b for light tasks and fallback. A controlled hybrid — no automatic routing.Sun, 03 May 2026 00:00:00 GMThttps://ai.neuvottelija.com/openclaw-hermes-research-agent-samantha-mac-mini-m4/https://ai.neuvottelija.com/openclaw-hermes-research-agent-samantha-mac-mini-m4/Samantha gains a bounded research delegate, Hermes, on the same Mac mini M4 — separate macOS user, restricted wrapper, shared handoff folder, Exa via MCP for web research.Tue, 28 Apr 2026 00:00:00 GMThttps://ai.neuvottelija.com/stoba-junior-investment-banker/https://ai.neuvottelija.com/stoba-junior-investment-banker/Curated local safe memory in practice: Stöbä retrieves IPO readiness and Translink SaaS valuation material as a junior investment banker would, with sources and discipline.Fri, 24 Apr 2026 00:00:00 GMThttps://ai.neuvottelija.com/open-value-in-the-ai-era/https://ai.neuvottelija.com/open-value-in-the-ai-era/In the AI era, added value comes from understanding and the ability to explain — not from mere output. Open documentation is the new distribution channel for expertise.Wed, 22 Apr 2026 00:00:00 GMThttps://ai.neuvottelija.com/samanthas-first-commit/https://ai.neuvottelija.com/samanthas-first-commit/Samantha got her own git identity (samanthamiettinen) and pushed her first commit. Stöbä received four local memory layers on the ThinkPad.Sun, 19 Apr 2026 00:00:00 GMThttps://ai.neuvottelija.com/nathan-b-jones-second-brain/https://ai.neuvottelija.com/nathan-b-jones-second-brain/Personal context is the moat, capture is cheap, curation is the work, and trust is built by retrieval. Nathan B Jones' framing applied to Samantha and Stöbä.Sat, 18 Apr 2026 00:00:00 GMThttps://ai.neuvottelija.com/clawhub-quiet-revolution/https://ai.neuvottelija.com/clawhub-quiet-revolution/ClawHub is a versioned skill registry for OpenClaw agents (55,862 skills). At the morning AI Campfire we presented the OpenClaw architecture and the Watch Them Talk view.Fri, 17 Apr 2026 00:00:00 GMThttps://ai.neuvottelija.com/two-agents-two-memories/https://ai.neuvottelija.com/two-agents-two-memories/A two-agent architecture: Samantha carries the long context while Stöbä acts as the fast executor. Two separate memories reduce errors and cost.Fri, 17 Apr 2026 00:00:00 GMT