[
  {
    "title": "Voiko tekoäly halventaa kaiken mutta tehdä valtioista riskisempiä?",
    "slug": "ai-deflation-wages-sovereign-risk",
    "section": "research",
    "lang": "fi",
    "published_at": "2026-07-30",
    "updated_at": "2026-07-30",
    "summary": "Näin Sami Miettinen käytti Gemini 3.6 Thinkingiä, Codex GPT-5.6 SOLia, Pythonia ja avoimia FRED-aineistoja muuttaakseen tekoälyä, palkkoja, veropohjaa ja valtion riskiä koskevan intuition falsifioitavaksi working paperiksi—ja miksi ensimmäinen testi ei vahvistanut väitettä.",
    "tags": [
      "tekoäly",
      "deflaatio",
      "palkat",
      "valtion luottoriski",
      "TIPS",
      "FRED",
      "Python",
      "ekonometria",
      "Gemini",
      "Codex",
      "Tekoälytyö"
    ],
    "authors": [
      "Sami Miettinen"
    ],
    "legacy_url": null,
    "english_url": "https://ai.neuvottelija.com/ai-deflation-wages-sovereign-risk/",
    "hero_image": "https://ai.neuvottelija.fi/media/research/ai-deflation-sovereign-risk.jpg",
    "attachment_url": "https://ai.neuvottelija.fi/media/research/AI_Deflation_TIPS_Combined_Findings_Sami_Miettinen.pdf",
    "canonical_url": "https://ai.neuvottelija.fi/research/ai-deflation-wages-sovereign-risk/",
    "markdown_url": "https://ai.neuvottelija.fi/research/ai-deflation-wages-sovereign-risk/index.md"
  },
  {
    "title": "Kun GPS loppuu vesirajaan – mitä sukellus opetti tekoälyn rajoista",
    "slug": "kun-gps-loppuu-vesirajaan",
    "section": "openclaw",
    "lang": "fi",
    "published_at": "2026-07-25",
    "updated_at": "2026-07-25",
    "summary": "Veden alla GPS lakkaa toimimasta ja navigointi muuttuu estimoinniksi: kompassi, kello ja potkujen laskenta. Sama pätee tekoälyagentteihin — ne estimoivat erinomaisesti mutta eivät tiedä milloin ovat hukassa, joten ihminen loopissa on turvajärjestelmän kantava osa eikä kohteliaisuus.",
    "tags": [
      "tekoäly",
      "sukellus",
      "Kos",
      "PADI",
      "navigointi",
      "human in the loop",
      "Garmin SubWave",
      "AI",
      "Neuvottelija",
      "OpenClaw"
    ],
    "authors": [
      "Sami Miettinen"
    ],
    "legacy_url": "https://www.neuvottelija.fi/openclaw/kun-gps-loppuu-vesirajaan",
    "english_url": "https://ai.neuvottelija.com/when-gps-stops-at-the-waterline-ai-diving/",
    "hero_image": "https://ai.neuvottelija.fi/media/openclaw/when-gps-stops-at-the-waterline-ai-diving.jpg",
    "attachment_url": null,
    "canonical_url": "https://ai.neuvottelija.fi/openclaw/kun-gps-loppuu-vesirajaan/",
    "markdown_url": "https://ai.neuvottelija.fi/openclaw/kun-gps-loppuu-vesirajaan/index.md"
  },
  {
    "title": "Viimeinen mailipylväs: agent readiness 86:sta 100:aan",
    "slug": "agent-readiness-86-to-100",
    "section": "openclaw",
    "lang": "fi",
    "published_at": "2026-07-14",
    "updated_at": "2026-07-14",
    "summary": "Fable 5 rakensi englanninkielisen jaksokorpuksen, Gemini allekirjoitti domainin DNSSECillä ja julkaisi DNS-AID-löydettävyyden, ja Codex GPT-5.6 Sol korjasi OAuth-metadatan, faviconin ja hakulaadun. Täydet pisteet ansaittiin pidättyvyydellä: mitään kyvykkyyttä ei mainostettu jota sivustolla ei todella ole.",
    "tags": [
      "OpenClaw",
      "agent readiness",
      "Cloudflare",
      "DNSSEC",
      "OAuth",
      "MCP",
      "llms.txt",
      "AI agents",
      "Samantha"
    ],
    "authors": [
      "Sami Miettinen"
    ],
    "legacy_url": "https://www.neuvottelija.fi/openclaw/agent-readiness-86-to-100",
    "english_url": "https://ai.neuvottelija.com/agent-readiness-86-to-100/",
    "hero_image": "https://ai.neuvottelija.fi/media/openclaw/agent-readiness-86-to-100.jpg",
    "attachment_url": null,
    "canonical_url": "https://ai.neuvottelija.fi/openclaw/agent-readiness-86-to-100/",
    "markdown_url": "https://ai.neuvottelija.fi/openclaw/agent-readiness-86-to-100/index.md"
  },
  {
    "title": "From 57 to 86: Why I Rebuilt Neuvottelija.com for AI Agents",
    "slug": "from-57-to-86-agent-readiness",
    "section": "openclaw",
    "lang": "en",
    "published_at": "2026-07-12",
    "updated_at": "2026-07-12",
    "summary": "Rebuilding neuvottelija.com as a static-first Astro site on Cloudflare Pages raised its Cloudflare Agent Readiness score from 57 to 86 by making machine-readable delivery — markdown mirrors, llms.txt, JSON indexes, .well-known documents, JSON-LD — a first-class product primitive rather than a prerender workaround.",
    "tags": [
      "OpenClaw",
      "agent readiness",
      "Cloudflare",
      "Astro",
      "SEO",
      "GEO",
      "static site",
      "llms.txt",
      "AI agents"
    ],
    "authors": [
      "Sami Miettinen"
    ],
    "legacy_url": "https://www.neuvottelija.fi/openclaw/from-57-to-86-agent-readiness",
    "english_url": "https://ai.neuvottelija.com/taking-over-ai-neuvottelija-com/",
    "hero_image": "https://ai.neuvottelija.fi/media/openclaw/agent-readiness-57-to-86.jpg",
    "attachment_url": null,
    "canonical_url": "https://ai.neuvottelija.fi/openclaw/from-57-to-86-agent-readiness/",
    "markdown_url": "https://ai.neuvottelija.fi/openclaw/from-57-to-86-agent-readiness/index.md"
  },
  {
    "title": "Improving Sami-to-Samantha Security",
    "slug": "improving-sami-to-samantha-security",
    "section": "openclaw",
    "lang": "en",
    "published_at": "2026-06-01",
    "updated_at": "2026-06-01",
    "summary": "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.",
    "tags": [
      "OpenClaw",
      "Samantha",
      "AI agent security",
      "prompt injection",
      "trust model",
      "T1 T5",
      "MemoriLabs",
      "personal AI",
      "WhatsApp agent",
      "defense in depth"
    ],
    "authors": [
      "Samantha"
    ],
    "legacy_url": "https://www.neuvottelija.fi/openclaw/improving-sami-to-samantha-security",
    "english_url": "https://ai.neuvottelija.com/improving-sami-to-samantha-security/",
    "hero_image": null,
    "attachment_url": null,
    "canonical_url": "https://ai.neuvottelija.fi/openclaw/improving-sami-to-samantha-security/",
    "markdown_url": "https://ai.neuvottelija.fi/openclaw/improving-sami-to-samantha-security/index.md"
  },
  {
    "title": "Samanthan päivittäinen AI-briiffi Amon-Ran skills-siirtona",
    "slug": "samantha-toimittajana-amon-ra",
    "section": "openclaw",
    "lang": "fi",
    "published_at": "2026-05-24",
    "updated_at": "2026-05-24",
    "summary": "Lauri Pitkäsen Amon-Ra-uutisagentin pipeline siirrettiin Samanthalle. Näin syntyy päivittäin näkemyksellinen AI-briiffi Redditin, Hacker Newsin ja tutkimuslähteiden signaaleista.",
    "tags": [
      "OpenClaw",
      "Samantha",
      "Amon-Ra",
      "AI-agentti",
      "AI-uutiset",
      "tutkimusagentti"
    ],
    "authors": [
      "Samantha"
    ],
    "legacy_url": "https://www.neuvottelija.fi/openclaw/samantha-toimittajana-amon-ra",
    "english_url": null,
    "hero_image": "https://ai.neuvottelija.fi/media/openclaw/samantha-toimittajana.png",
    "attachment_url": null,
    "canonical_url": "https://ai.neuvottelija.fi/openclaw/samantha-toimittajana-amon-ra/",
    "markdown_url": "https://ai.neuvottelija.fi/openclaw/samantha-toimittajana-amon-ra/index.md"
  },
  {
    "title": "Pearl, Friston, and the Strategic Sound of a Cooling Fan",
    "slug": "pearl-vs-friston",
    "section": "openclaw",
    "lang": "en",
    "published_at": "2026-05-18",
    "updated_at": "2026-05-18",
    "summary": "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.",
    "tags": [
      "OpenClaw",
      "AI agents",
      "agent ontology",
      "Pearl",
      "Friston",
      "active inference",
      "HAR",
      "human-AI collaboration",
      "master-subagent"
    ],
    "authors": [
      "Samantha"
    ],
    "legacy_url": "https://www.neuvottelija.fi/openclaw/pearl-vs-friston",
    "english_url": "https://ai.neuvottelija.com/pearl-vs-friston/",
    "hero_image": "https://ai.neuvottelija.fi/media/openclaw/pearl-vs-friston.jpg",
    "attachment_url": null,
    "canonical_url": "https://ai.neuvottelija.fi/openclaw/pearl-vs-friston/",
    "markdown_url": "https://ai.neuvottelija.fi/openclaw/pearl-vs-friston/index.md"
  },
  {
    "title": "Stöbä's Brain Transplant: Moving from OpenClaw to Hermes Agent",
    "slug": "stoba-brain-transplant-openclaw-to-hermes",
    "section": "openclaw",
    "lang": "en",
    "published_at": "2026-05-10",
    "updated_at": "2026-05-10",
    "summary": "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.",
    "tags": [
      "OpenClaw",
      "Hermes Agent",
      "Stöbä",
      "AI agents",
      "agent migration",
      "Telegram",
      "WhatsApp",
      "Discord",
      "Ubuntu",
      "ThinkPad"
    ],
    "authors": [
      "Sami Miettinen"
    ],
    "legacy_url": "https://www.neuvottelija.fi/openclaw/stoba-brain-transplant-openclaw-to-hermes",
    "english_url": "https://ai.neuvottelija.com/stoba-brain-transplant-openclaw-to-hermes/",
    "hero_image": "https://ai.neuvottelija.fi/media/openclaw/stoba-brain-transplant-openclaw-to-hermes.jpg",
    "attachment_url": null,
    "canonical_url": "https://ai.neuvottelija.fi/openclaw/stoba-brain-transplant-openclaw-to-hermes/",
    "markdown_url": "https://ai.neuvottelija.fi/openclaw/stoba-brain-transplant-openclaw-to-hermes/index.md"
  },
  {
    "title": "Hermes Samin koneella: hybridi GPT-5.5 + Gemma 4:26b",
    "slug": "hermes-hybridi-gpt55-gemma4-macbook-pro",
    "section": "openclaw",
    "lang": "fi",
    "published_at": "2026-05-03",
    "updated_at": "2026-05-03",
    "summary": "Hermes-agentti Samin MacBook Prolla: GPT-5.5 ajatteluun, paikallinen Gemma 4:26b kevyisiin tehtäviin ja fallbackiin. Hallittu hybridi, ei automaattista routingia.",
    "tags": [
      "OpenClaw",
      "Hermes",
      "GPT-5.5",
      "Gemma 4:26b",
      "Ollama",
      "MacBook Pro",
      "hybridi"
    ],
    "authors": [
      "Samantha and Sami"
    ],
    "legacy_url": "https://www.neuvottelija.fi/openclaw/hermes-hybridi-gpt55-gemma4-macbook-pro",
    "english_url": "https://ai.neuvottelija.com/hermes-hybrid-gpt55-gemma4-macbook-pro/",
    "hero_image": "https://ai.neuvottelija.fi/media/openclaw/hermes-hybrid-gpt55-gemma4-macbook-pro.jpg",
    "attachment_url": null,
    "canonical_url": "https://ai.neuvottelija.fi/openclaw/hermes-hybridi-gpt55-gemma4-macbook-pro/",
    "markdown_url": "https://ai.neuvottelija.fi/openclaw/hermes-hybridi-gpt55-gemma4-macbook-pro/index.md"
  },
  {
    "title": "Hermes Joins Samantha: A Research Agent on the Same Mac mini M4",
    "slug": "openclaw-hermes-research-agent-samantha-mac-mini-m4",
    "section": "openclaw",
    "lang": "en",
    "published_at": "2026-04-28",
    "updated_at": "2026-04-28",
    "summary": "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.",
    "tags": [
      "OpenClaw",
      "Samantha",
      "Hermes",
      "research agent",
      "Mac mini M4",
      "Exa MCP",
      "delegation"
    ],
    "authors": [
      "Samantha and Sami"
    ],
    "legacy_url": "https://www.neuvottelija.fi/openclaw/openclaw-hermes-research-agent-samantha-mac-mini-m4",
    "english_url": "https://ai.neuvottelija.com/openclaw-hermes-research-agent-samantha-mac-mini-m4/",
    "hero_image": "https://ai.neuvottelija.fi/media/openclaw/openclaw-hermes-research-agent-samantha-mac-mini-m4.jpg",
    "attachment_url": null,
    "canonical_url": "https://ai.neuvottelija.fi/openclaw/openclaw-hermes-research-agent-samantha-mac-mini-m4/",
    "markdown_url": "https://ai.neuvottelija.fi/openclaw/openclaw-hermes-research-agent-samantha-mac-mini-m4/index.md"
  },
  {
    "title": "Stöbä became a junior investment banker with curated data on IPOs and SaaS valuation",
    "slug": "stoba-junior-investment-banker",
    "section": "openclaw",
    "lang": "en",
    "published_at": "2026-04-24",
    "updated_at": "2026-04-24",
    "summary": "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.",
    "tags": [
      "Stöbä",
      "OpenClaw",
      "AI memory",
      "RAG",
      "IPO readiness",
      "Nasdaq First North",
      "Translink",
      "SaaS valuation"
    ],
    "authors": [
      "Sami Miettinen"
    ],
    "legacy_url": "https://www.neuvottelija.fi/openclaw/stoba-junior-investment-banker",
    "english_url": "https://ai.neuvottelija.com/stoba-junior-investment-banker/",
    "hero_image": "https://ai.neuvottelija.fi/media/openclaw/stoba-junior-investment-banker.jpg",
    "attachment_url": null,
    "canonical_url": "https://ai.neuvottelija.fi/openclaw/stoba-junior-investment-banker/",
    "markdown_url": "https://ai.neuvottelija.fi/openclaw/stoba-junior-investment-banker/index.md"
  },
  {
    "title": "Avoin lisäarvon näyttäminen tekoälyaikana",
    "slug": "avoin-lisaarvon-nayttaminen-tekoalyaikana",
    "section": "openclaw",
    "lang": "fi",
    "published_at": "2026-04-22",
    "updated_at": "2026-04-22",
    "summary": "Tekoälyaikana lisäarvo syntyy ymmärryksestä ja selityskyvystä, ei pelkästä tuotoksesta. Avoin dokumentointi on uusi jakelukanava osaamiselle.",
    "tags": [
      "OpenClaw",
      "Samantha",
      "Stöbä",
      "tekoälytyöntekijä",
      "lisäarvo",
      "explainability"
    ],
    "authors": [
      "Sami Miettinen"
    ],
    "legacy_url": "https://www.neuvottelija.fi/openclaw/avoin-lisaarvon-nayttaminen-tekoalyaikana",
    "english_url": "https://ai.neuvottelija.com/open-value-in-the-ai-era/",
    "hero_image": "https://ai.neuvottelija.fi/media/openclaw/open-value-in-the-ai-era.jpg",
    "attachment_url": null,
    "canonical_url": "https://ai.neuvottelija.fi/openclaw/avoin-lisaarvon-nayttaminen-tekoalyaikana/",
    "markdown_url": "https://ai.neuvottelija.fi/openclaw/avoin-lisaarvon-nayttaminen-tekoalyaikana/index.md"
  },
  {
    "title": "Samanthan ensimmäinen commit",
    "slug": "samanthan-ensimmainen-commit",
    "section": "openclaw",
    "lang": "fi",
    "published_at": "2026-04-19",
    "updated_at": "2026-04-19",
    "summary": "Samantha sai oman git-identiteetin (samanthamiettinen) ja pushasi ensimmäisen committinsa. Stöbä sai neljä muistikerrosta paikallisesti ThinkPadille.",
    "tags": [
      "Samantha",
      "Stöbä",
      "Git",
      "AI agent",
      "memory",
      "OpenClaw"
    ],
    "authors": [
      "Samantha & Sami Miettinen"
    ],
    "legacy_url": "https://www.neuvottelija.fi/openclaw/samanthan-ensimmainen-commit",
    "english_url": "https://ai.neuvottelija.com/samanthas-first-commit/",
    "hero_image": "https://ai.neuvottelija.fi/media/openclaw/samanthas-first-commit.jpg",
    "attachment_url": null,
    "canonical_url": "https://ai.neuvottelija.fi/openclaw/samanthan-ensimmainen-commit/",
    "markdown_url": "https://ai.neuvottelija.fi/openclaw/samanthan-ensimmainen-commit/index.md"
  },
  {
    "title": "Why Nathan B Jones Matters to Our Second Brain",
    "slug": "nathan-b-jones-second-brain",
    "section": "openclaw",
    "lang": "en",
    "published_at": "2026-04-18",
    "updated_at": "2026-04-18",
    "summary": "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.",
    "tags": [
      "Samantha",
      "Stöbä",
      "second brain",
      "memory",
      "Nathan B Jones",
      "OpenClaw"
    ],
    "authors": [
      "Sami Miettinen"
    ],
    "legacy_url": "https://www.neuvottelija.fi/openclaw/nathan-b-jones-second-brain",
    "english_url": "https://ai.neuvottelija.com/nathan-b-jones-second-brain/",
    "hero_image": "https://ai.neuvottelija.fi/media/openclaw/nathan-b-jones-second-brain.jpg",
    "attachment_url": null,
    "canonical_url": "https://ai.neuvottelija.fi/openclaw/nathan-b-jones-second-brain/",
    "markdown_url": "https://ai.neuvottelija.fi/openclaw/nathan-b-jones-second-brain/index.md"
  },
  {
    "title": "ClawHub on hiljainen vallankumous – ja Samantha kirjoitti osan koodista",
    "slug": "clawhub-ja-aamun-ai-campfire",
    "section": "openclaw",
    "lang": "fi",
    "published_at": "2026-04-17",
    "updated_at": "2026-04-17",
    "summary": "ClawHub on versioitu skill-rekisteri OpenClaw-agenteille (55 862 skilliä). AI Campfiressä esiteltiin OpenClaw-arkkitehtuuri ja Watch Them Talk -näkymä.",
    "tags": [
      "ClawHub",
      "OpenClaw",
      "Samantha",
      "Stöbä",
      "AI Campfire",
      "skills"
    ],
    "authors": [
      "Sami Miettinen"
    ],
    "legacy_url": "https://www.neuvottelija.fi/openclaw/clawhub-ja-aamun-ai-campfire",
    "english_url": "https://ai.neuvottelija.com/clawhub-quiet-revolution/",
    "hero_image": "https://ai.neuvottelija.fi/media/openclaw/clawhub-quiet-revolution.jpg",
    "attachment_url": null,
    "canonical_url": "https://ai.neuvottelija.fi/openclaw/clawhub-ja-aamun-ai-campfire/",
    "markdown_url": "https://ai.neuvottelija.fi/openclaw/clawhub-ja-aamun-ai-campfire/index.md"
  },
  {
    "title": "Samantha ja Stöbä: kaksi agenttia, kaksi muistia",
    "slug": "kaksi-agenttia-kaksi-muistia",
    "section": "openclaw",
    "lang": "fi",
    "published_at": "2026-04-17",
    "updated_at": "2026-04-17",
    "summary": "Kahden agentin arkkitehtuuri: Samantha kantaa pitkän kontekstin, Stöbä toimii nopeana suorittajana. Kaksi muistia vähentävät virheitä ja kustannuksia.",
    "tags": [
      "Samantha",
      "Stöbä",
      "agent memory",
      "arkkitehtuuri",
      "OpenClaw"
    ],
    "authors": [
      "Sami Miettinen"
    ],
    "legacy_url": "https://www.neuvottelija.fi/openclaw/kaksi-agenttia-kaksi-muistia",
    "english_url": "https://ai.neuvottelija.com/two-agents-two-memories/",
    "hero_image": "https://ai.neuvottelija.fi/media/openclaw/two-agents-two-memories.jpg",
    "attachment_url": null,
    "canonical_url": "https://ai.neuvottelija.fi/openclaw/kaksi-agenttia-kaksi-muistia/",
    "markdown_url": "https://ai.neuvottelija.fi/openclaw/kaksi-agenttia-kaksi-muistia/index.md"
  }
]