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https://www.kallio.cloud/

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AI-Ready Score

Excellent

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AI Discoverability 91/100
Structured Data 100/100
Semantic HTML 100/100
Content Efficiency 78/100

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Markdown tokens: 598
AI Solutions Architect. Builder. Former CTO.

I design AI and cloud systems that hold up in production, EU-sovereign when it matters, and I still write the code.\*

\* Only occasionally these days. Mostly AI writes the code and I review and approve it.

[Get in touch](https://www.kallio.cloud/contact/)[What I'm doing now](https://www.kallio.cloud/now/)

![Portrait of Aleksi Kallio](https://www.kallio.cloud/_astro/headshot.CIXSfSOB_Z1QtI6z.jpg)

## What I do

-   ### AI & agents

    Multi-agent systems, RAG pipelines and AI orchestration, on GCP Vertex AI, Mistral and Azure AI Foundry.

-   ### Cloud architecture

    AWS serverless, CDK, Terraform, event-driven and hexagonal architecture. Built to be boring in production.

-   ### Sovereign when needed

    EU-resident stacks, EU inference and EU vendors, for when data location actually matters.

-   ### Technical leadership

    CTO experience: strategy, team practices, release processes, ISO 27001.

## Featured work

-   [done### AI platform for an ESG SaaS

    Planmark, CTO (2024–2026)

    Architected and led the AI platform of an ESG SaaS as CTO: multi-agent systems, RAG-based reporting and AI orchestration on GCP Vertex AI and Gemini.

    -   GCP
    -   Vertex AI
    -   Gemini
    -   Firebase
    -   TypeScript

    ](https://www.kallio.cloud/work/planmark-ai-platform/)
-   [live### Kassavirta / Codefox Cashflow

    Codefox

    Cash flow visualization for SMBs with integrations to multiple fintech apps. Full EU residency, with AI inference moving to Mistral. A Codefox product.

    -   UpCloud
    -   Supabase
    -   PostgreSQL
    -   React
    -   Mistral

    ](https://www.kallio.cloud/work/kassavirta/)
-   [building### AskForKey

    Codefox

    End-to-end encrypted secret requests: send a single-use link, the other side encrypts in their browser. Runs entirely on bunny.net. A Codefox product.

    -   Bunny Edge Scripts
    -   Bunny Database
    -   Bunny Storage
    -   Bunny DNS
    -   Deno

    ](https://www.kallio.cloud/work/askforkey/)

[All work →](https://www.kallio.cloud/work/)

## Finnish or English, both fine.

[aleksi \[at\] kallio.cloud](mailto:[email protected])
Aleksi Kallio · AI Solutions Architect [Skip to content](https://www.kallio.cloud/#main)

[Aleksi Kallio](https://www.kallio.cloud/)

[](https://www.kallio.cloud/fi/)

****

[](https://www.kallio.cloud/fi/)

# Aleksi Kallio

AI Solutions Architect. Builder. Former CTO.

I design AI and cloud systems that hold up in production, EU-sovereign when it matters, and I still write the code.\*

\* Only occasionally these days. Mostly AI writes the code and I review and approve it.

[Get in touch](https://www.kallio.cloud/contact/)[What I'm doing now](https://www.kallio.cloud/now/)

![Portrait of Aleksi Kallio](https://www.kallio.cloud/_astro/headshot.CIXSfSOB_Z1QtI6z.jpg)

## What I do

-   ### AI & agents

    Multi-agent systems, RAG pipelines and AI orchestration, on GCP Vertex AI, Mistral and Azure AI Foundry.

-   ### Cloud architecture

    AWS serverless, CDK, Terraform, event-driven and hexagonal architecture. Built to be boring in production.

-   ### Sovereign when needed

    EU-resident stacks, EU inference and EU vendors, for when data location actually matters.

-   ### Technical leadership

    CTO experience: strategy, team practices, release processes, ISO 27001.

## Featured work

-   [done### AI platform for an ESG SaaS

    Planmark, CTO (2024–2026)

    Architected and led the AI platform of an ESG SaaS as CTO: multi-agent systems, RAG-based reporting and AI orchestration on GCP Vertex AI and Gemini.

    -   GCP
    -   Vertex AI
    -   Gemini
    -   Firebase
    -   TypeScript

    ](https://www.kallio.cloud/work/planmark-ai-platform/)
-   [live### Kassavirta / Codefox Cashflow

    Codefox

    Cash flow visualization for SMBs with integrations to multiple fintech apps. Full EU residency, with AI inference moving to Mistral. A Codefox product.

    -   UpCloud
    -   Supabase
    -   PostgreSQL
    -   React
    -   Mistral

    ](https://www.kallio.cloud/work/kassavirta/)
-   [building### AskForKey

    Codefox

    End-to-end encrypted secret requests: send a single-use link, the other side encrypts in their browser. Runs entirely on bunny.net. A Codefox product.

    -   Bunny Edge Scripts
    -   Bunny Database
    -   Bunny Storage
    -   Bunny DNS
    -   Deno

    ](https://www.kallio.cloud/work/askforkey/)

[All work →](https://www.kallio.cloud/work/)

## Finnish or English, both fine.

[aleksi \[at\] kallio.cloud](mailto:[email protected])

Upload this file as /index.md on your server so AI agents can access a clean version of your page. You can also configure Accept: text/markdown content negotiation to serve it automatically.

Our recommendation

Download llms.txt
# Aleksi Kallio

> AI Solutions Architect with 19 years in IT, from developer to CTO. Designs AI and cloud systems that hold up in production, with AI writing most of the code.

## Main
- [Aleksi Kallio · AI Solutions Architect](https://www.kallio.cloud/): AI Solutions Architect with 19 years in IT, from developer to CTO. Designs AI and cloud systems that hold up in product…
- [About](https://www.kallio.cloud/about/)
- [Projects](https://www.kallio.cloud/work/)
- [Experience](https://www.kallio.cloud/experience/)
- [Homelab](https://www.kallio.cloud/homelab/)
- [Now](https://www.kallio.cloud/now/)

## Support
- [Contact](https://www.kallio.cloud/contact/)

Full llms.txt requires domain-wide analysis (coming soon)

Upload this file to https://www.kallio.cloud/llms.txt at the root of your domain. AI agents like ChatGPT, Claude, and Perplexity check this file to understand your site structure.

This site already has a llms.txt file.

Valid format
# Aleksi Kallio

> AI Solutions Architect with 19 years in IT, from developer to CTO. Designs AI and cloud systems that hold up in production, with AI writing most of the code.

Personal site of Aleksi Kallio, AI Solutions Architect based in Muurame, Finland. Every page is also available as markdown: send `Accept: text/markdown`, or request the `index.md` next to it. Finnish and English are both first-class.

## English

- [Home](https://www.kallio.cloud/index.md): AI Solutions Architect with 19 years in IT, from developer to CTO. Designs AI and cloud systems that hold up in production, with AI writing most of the code.
- [Projects](https://www.kallio.cloud/work/index.md): Selected projects by Aleksi Kallio: AI platforms, serverless and cloud back ends, platform modernization, consulting and the Codefox SaaS products he builds.
- [Experience](https://www.kallio.cloud/experience/index.md): Career timeline of Aleksi Kallio: AI Solutions Architect, CTO, senior cloud developer and founder, with education, from Tietosuunta to Brillian over 19 years.
- [Homelab](https://www.kallio.cloud/homelab/index.md): Homelab and hardware projects by Aleksi Kallio: Proxmox and TrueNAS, Home Assistant automations, Zigbee devices, ESP32 builds and various e-ink experiments.
- [Now](https://www.kallio.cloud/now/index.md): What Aleksi Kallio is doing right now: the new role at Brillian, Codefox products, Databricks certification prep, AI agents for admin, and homelab projects.
- [About](https://www.kallio.cloud/about/index.md): Aleksi Kallio: 19 years in IT, from developer intern to CTO. AI Solutions Architect at Brillian, founder of Codefox, based in Muurame, Central Finland.
- [Contact](https://www.kallio.cloud/contact/index.md): Contact Aleksi Kallio, AI Solutions Architect based in Muurame, Finland. Email is the most widespread way. Finnish or English, both fine. Codefox: codefox.fi.

### Projects

- [AI platform for an ESG SaaS](https://www.kallio.cloud/work/planmark-ai-platform/index.md)
- [Kassavirta / Codefox Cashflow](https://www.kallio.cloud/work/kassavirta/index.md)
- [AskForKey](https://www.kallio.cloud/work/askforkey/index.md)
- [Codefox ADR](https://www.kallio.cloud/work/codefox-adr/index.md)
- [Cloud software, architecture and agile coaching](https://www.kallio.cloud/work/cloud-consulting/index.md)
- [Platform modernization](https://www.kallio.cloud/work/flashnode-modernization/index.md)
- [Route-Tracker](https://www.kallio.cloud/work/route-tracker/index.md)

## Suomeksi

- [Etusivu](https://www.kallio.cloud/fi/index.md): AI Solutions Architect, 19 vuotta IT-alalla. Suunnittelen tuotannossa kestäviä tekoäly- ja pilvijärjestelmiä. Koodin kirjoittaa pääosin tekoäly, minä hyväksyn.
- [Projektit](https://www.kallio.cloud/fi/work/index.md): Aleksi Kallion projekteja: tekoälyalustoja, serverless- ja pilvitaustajärjestelmiä, alustojen modernisointia, konsultointia sekä Codefoxin SaaS-tuotteet.
- [Kokemus](https://www.kallio.cloud/fi/experience/index.md): Aleksi Kallion ura: AI Solutions Architect, CTO, Senior Cloud Developer ja Founder sekä koulutus kronologisesti. Tietosuunnasta Brillianille 19 vuoden aikana.
- [Homelab](https://www.kallio.cloud/fi/homelab/index.md): Aleksi Kallion homelab- ja laiteprojekteja: Proxmox ja TrueNAS, Home Assistant -automaatiot, Zigbee, ESP32-rakennelmia ja e-ink-kokeiluja Muuramen kodista.
- [Nyt](https://www.kallio.cloud/fi/now/index.md): Mitä Aleksi Kallio tekee nyt: uusi rooli Brillianilla, Codefoxin tuotteet, Databricks-sertifikaatti, tekoälyagentit hallinnon töihin ja homelab-projektit.
- [Minusta](https://www.kallio.cloud/fi/about/index.md): Aleksi Kallio: 19 vuotta IT-alalla kehittäjäharjoittelijasta CTO:ksi. AI Solutions Architect Brillianilla ja Codefoxin perustaja Muuramesta Keski-Suomesta.
- [Yhteystiedot](https://www.kallio.cloud/fi/contact/index.md): Ota yhteyttä Aleksi Kallioon, AI Solutions Architectiin Muurameelta. Sähköposti on yleisin tapa. Suomeksi tai englanniksi, kumpi vain käy. Codefox: codefox.fi.

### Projektit

- [Tekoälyalusta ESG-SaaS:lle](https://www.kallio.cloud/fi/work/planmark-ai-platform/index.md)
- [Kassavirta / Codefox Cashflow](https://www.kallio.cloud/fi/work/kassavirta/index.md)
- [AskForKey](https://www.kallio.cloud/fi/work/askforkey/index.md)
- [Codefox ADR](https://www.kallio.cloud/fi/work/codefox-adr/index.md)
- [Pilviohjelmisto, arkkitehtuuri ja Agile-valmennus](https://www.kallio.cloud/fi/work/cloud-consulting/index.md)
- [Alustan modernisointi](https://www.kallio.cloud/fi/work/flashnode-modernization/index.md)
- [Route-Tracker](https://www.kallio.cloud/fi/work/route-tracker/index.md)

## Optional

- [Sitemap](https://www.kallio.cloud/sitemap-index.xml)
- [Agent catalog (ARD)](https://www.kallio.cloud/.well-known/ai-catalog.json)

Accessibility

Content available without JavaScript (100/100)

Content available without JavaScript

Content appears early in HTML (50/100)

Main content starts at 49% of HTML

Reasonable page size (100/100)

Page size: 19KB

AI Discoverability

Robots.txt allows AI bots (100/100)

All major AI search bots allowed

Markdown for Agents support (75/100) Application
✗ Accept: text/markdown ✓ .md URL ✓ <link> tag ✓ Link header

Discoverable, but not negotiable: an agent that reads your HTML finds the .md version; one that requests the page directly still receives HTML. Answering Accept: text/markdown covers both.

Has sitemap.xml (100/100)

Sitemap found

Has robots.txt file (100/100)

robots.txt exists

Has llms.txt file (100/100)

llms.txt exists and is valid

Has Content-Signal (robots.txt or HTTP headers) (60/100)
✓ robots.txt ✗ HTTP header ✗ Policy

Structured Data

Has Schema.org / JSON-LD (100/100)

JSON-LD found: Person, WebSite

Has Open Graph tags (100/100)

All OG tags present

Has meta description (100/100)

Meta description: 157 chars

Has canonical URL (100/100)

Canonical URL present

Has lang attribute (100/100)

lang="en"

Semantic HTML

Proper heading hierarchy (100/100)

Clean heading hierarchy

Uses article or main element (100/100)

Has <main>

Uses semantic HTML elements (100/100)

7 semantic elements, 12 divs (ratio: 37%)

Meaningful image alt texts (100/100)

1/1 images with meaningful alt text

Low div nesting depth (100/100)

Avg div depth: 1.0, max: 3

Content Efficiency

Good token reduction ratio (100/100)

92% token reduction (HTML→Markdown)

Good content-to-noise ratio (25/100)

Content ratio: 7.6% (1503 content chars / 19708 HTML bytes)

Reasonable page weight (100/100)

HTML size: 19KB

Minimal inline styles (100/100)

0/200 elements with inline styles (0.0%)

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            "details": "llms.txt exists and is valid"
          },
          "has_content_signals": {
            "score": 60,
            "weight": 10,
            "evidence": "speculative",
            "details": "robots.txt: search=yes, ai-input=yes, ai-train=no",
            "mechanisms": {
              "robotsTxt": true,
              "httpHeader": false,
              "policy": false
            }
          }
        }
      },
      "structuredData": {
        "score": 100,
        "weight": 20,
        "grade": "A",
        "checks": {
          "has_schema_org": {
            "score": 100,
            "weight": 35,
            "evidence": "proven",
            "details": "JSON-LD found: Person, WebSite"
          },
          "has_open_graph": {
            "score": 100,
            "weight": 20,
            "evidence": "plausible",
            "details": "All OG tags present"
          },
          "has_meta_description": {
            "score": 100,
            "weight": 20,
            "evidence": "plausible",
            "details": "Meta description: 157 chars"
          },
          "has_canonical_url": {
            "score": 100,
            "weight": 15,
            "evidence": "plausible",
            "details": "Canonical URL present"
          },
          "has_lang_attribute": {
            "score": 100,
            "weight": 10,
            "evidence": "plausible",
            "details": "lang=\"en\""
          }
        }
      },
      "semanticHtml": {
        "score": 100,
        "weight": 15,
        "grade": "A",
        "checks": {
          "proper_heading_hierarchy": {
            "score": 100,
            "weight": 30,
            "evidence": "plausible",
            "details": "Clean heading hierarchy"
          },
          "uses_article_or_main": {
            "score": 100,
            "weight": 25,
            "evidence": "plausible",
            "details": "Has <main>"
          },
          "semantic_elements": {
            "score": 100,
            "weight": 20,
            "evidence": "plausible",
            "details": "7 semantic elements, 12 divs (ratio: 37%)"
          },
          "meaningful_alt_texts": {
            "score": 100,
            "weight": 15,
            "evidence": "plausible",
            "details": "1/1 images with meaningful alt text"
          },
          "low_div_nesting": {
            "score": 100,
            "weight": 10,
            "evidence": "speculative",
            "details": "Avg div depth: 1.0, max: 3"
          }
        }
      },
      "contentEfficiency": {
        "score": 78,
        "weight": 10,
        "grade": "B",
        "checks": {
          "token_reduction_ratio": {
            "score": 100,
            "weight": 40,
            "evidence": "speculative",
            "details": "92% token reduction (HTML→Markdown)"
          },
          "content_to_noise_ratio": {
            "score": 25,
            "weight": 30,
            "evidence": "speculative",
            "details": "Content ratio: 7.6% (1503 content chars / 19708 HTML bytes)"
          },
          "reasonable_page_weight": {
            "score": 100,
            "weight": 20,
            "evidence": "speculative",
            "details": "HTML size: 19KB"
          },
          "minimal_inline_styles": {
            "score": 100,
            "weight": 10,
            "evidence": "speculative",
            "details": "0/200 elements with inline styles (0.0%)"
          }
        }
      }
    }
  },
  "recommendations": [
    {
      "id": "improve_content_ratio",
      "priority": "medium",
      "category": "contentEfficiency",
      "titleKey": "rec.improve_content_ratio.title",
      "descriptionKey": "rec.improve_content_ratio.description",
      "howToKey": "rec.improve_content_ratio.howto",
      "howToStepKeys": null,
      "effort": "moderate",
      "estimatedImpact": 2.3,
      "maxImpact": 3,
      "evidence": "speculative",
      "checkScore": 25,
      "checkDetails": "Content ratio: 7.6% (1503 content chars / 19708 HTML bytes)"
    }
  ],
  "llmsTxtPreview": "# Aleksi Kallio\n\n> AI Solutions Architect with 19 years in IT, from developer to CTO. Designs AI and cloud systems that hold up in production, with AI writing most of the code.\n\n## Main\n- [Aleksi Kallio · AI Solutions Architect](https://www.kallio.cloud/): AI Solutions Architect with 19 years in IT, from developer to CTO. Designs AI and cloud systems that hold up in product…\n- [About](https://www.kallio.cloud/about/)\n- [Projects](https://www.kallio.cloud/work/)\n- [Experience](https://www.kallio.cloud/experience/)\n- [Homelab](https://www.kallio.cloud/homelab/)\n- [Now](https://www.kallio.cloud/now/)\n\n## Support\n- [Contact](https://www.kallio.cloud/contact/)\n\n",
  "llmsTxtExisting": "# Aleksi Kallio\n\n> AI Solutions Architect with 19 years in IT, from developer to CTO. Designs AI and cloud systems that hold up in production, with AI writing most of the code.\n\nPersonal site of Aleksi Kallio, AI Solutions Architect based in Muurame, Finland. Every page is also available as markdown: send `Accept: text/markdown`, or request the `index.md` next to it. Finnish and English are both first-class.\n\n## English\n\n- [Home](https://www.kallio.cloud/index.md): AI Solutions Architect with 19 years in IT, from developer to CTO. Designs AI and cloud systems that hold up in production, with AI writing most of the code.\n- [Projects](https://www.kallio.cloud/work/index.md): Selected projects by Aleksi Kallio: AI platforms, serverless and cloud back ends, platform modernization, consulting and the Codefox SaaS products he builds.\n- [Experience](https://www.kallio.cloud/experience/index.md): Career timeline of Aleksi Kallio: AI Solutions Architect, CTO, senior cloud developer and founder, with education, from Tietosuunta to Brillian over 19 years.\n- [Homelab](https://www.kallio.cloud/homelab/index.md): Homelab and hardware projects by Aleksi Kallio: Proxmox and TrueNAS, Home Assistant automations, Zigbee devices, ESP32 builds and various e-ink experiments.\n- [Now](https://www.kallio.cloud/now/index.md): What Aleksi Kallio is doing right now: the new role at Brillian, Codefox products, Databricks certification prep, AI agents for admin, and homelab projects.\n- [About](https://www.kallio.cloud/about/index.md): Aleksi Kallio: 19 years in IT, from developer intern to CTO. AI Solutions Architect at Brillian, founder of Codefox, based in Muurame, Central Finland.\n- [Contact](https://www.kallio.cloud/contact/index.md): Contact Aleksi Kallio, AI Solutions Architect based in Muurame, Finland. Email is the most widespread way. Finnish or English, both fine. Codefox: codefox.fi.\n\n### Projects\n\n- [AI platform for an ESG SaaS](https://www.kallio.cloud/work/planmark-ai-platform/index.md)\n- [Kassavirta / Codefox Cashflow](https://www.kallio.cloud/work/kassavirta/index.md)\n- [AskForKey](https://www.kallio.cloud/work/askforkey/index.md)\n- [Codefox ADR](https://www.kallio.cloud/work/codefox-adr/index.md)\n- [Cloud software, architecture and agile coaching](https://www.kallio.cloud/work/cloud-consulting/index.md)\n- [Platform modernization](https://www.kallio.cloud/work/flashnode-modernization/index.md)\n- [Route-Tracker](https://www.kallio.cloud/work/route-tracker/index.md)\n\n## Suomeksi\n\n- [Etusivu](https://www.kallio.cloud/fi/index.md): AI Solutions Architect, 19 vuotta IT-alalla. Suunnittelen tuotannossa kestäviä tekoäly- ja pilvijärjestelmiä. Koodin kirjoittaa pääosin tekoäly, minä hyväksyn.\n- [Projektit](https://www.kallio.cloud/fi/work/index.md): Aleksi Kallion projekteja: tekoälyalustoja, serverless- ja pilvitaustajärjestelmiä, alustojen modernisointia, konsultointia sekä Codefoxin SaaS-tuotteet.\n- [Kokemus](https://www.kallio.cloud/fi/experience/index.md): Aleksi Kallion ura: AI Solutions Architect, CTO, Senior Cloud Developer ja Founder sekä koulutus kronologisesti. Tietosuunnasta Brillianille 19 vuoden aikana.\n- [Homelab](https://www.kallio.cloud/fi/homelab/index.md): Aleksi Kallion homelab- ja laiteprojekteja: Proxmox ja TrueNAS, Home Assistant -automaatiot, Zigbee, ESP32-rakennelmia ja e-ink-kokeiluja Muuramen kodista.\n- [Nyt](https://www.kallio.cloud/fi/now/index.md): Mitä Aleksi Kallio tekee nyt: uusi rooli Brillianilla, Codefoxin tuotteet, Databricks-sertifikaatti, tekoälyagentit hallinnon töihin ja homelab-projektit.\n- [Minusta](https://www.kallio.cloud/fi/about/index.md): Aleksi Kallio: 19 vuotta IT-alalla kehittäjäharjoittelijasta CTO:ksi. AI Solutions Architect Brillianilla ja Codefoxin perustaja Muuramesta Keski-Suomesta.\n- [Yhteystiedot](https://www.kallio.cloud/fi/contact/index.md): Ota yhteyttä Aleksi Kallioon, AI Solutions Architectiin Muurameelta. Sähköposti on yleisin tapa. Suomeksi tai englanniksi, kumpi vain käy. Codefox: codefox.fi.\n\n### Projektit\n\n- [Tekoälyalusta ESG-SaaS:lle](https://www.kallio.cloud/fi/work/planmark-ai-platform/index.md)\n- [Kassavirta / Codefox Cashflow](https://www.kallio.cloud/fi/work/kassavirta/index.md)\n- [AskForKey](https://www.kallio.cloud/fi/work/askforkey/index.md)\n- [Codefox ADR](https://www.kallio.cloud/fi/work/codefox-adr/index.md)\n- [Pilviohjelmisto, arkkitehtuuri ja Agile-valmennus](https://www.kallio.cloud/fi/work/cloud-consulting/index.md)\n- [Alustan modernisointi](https://www.kallio.cloud/fi/work/flashnode-modernization/index.md)\n- [Route-Tracker](https://www.kallio.cloud/fi/work/route-tracker/index.md)\n\n## Optional\n\n- [Sitemap](https://www.kallio.cloud/sitemap-index.xml)\n- [Agent catalog (ARD)](https://www.kallio.cloud/.well-known/ai-catalog.json)",
  "emergingProtocols": {
    "oauthProtectedResource": {
      "exists": false,
      "url": "https://www.kallio.cloud/.well-known/oauth-protected-resource"
    },
    "oauthDiscovery": {
      "exists": false,
      "url": "https://www.kallio.cloud/.well-known/oauth-authorization-server"
    },
    "mcpServerCard": {
      "exists": false,
      "url": "https://www.kallio.cloud/.well-known/mcp/server-card.json",
      "draft": true
    },
    "a2aAgentCard": {
      "exists": false,
      "url": "https://www.kallio.cloud/.well-known/agent-card.json"
    },
    "apiCatalog": {
      "exists": false,
      "url": "https://www.kallio.cloud/.well-known/api-catalog"
    },
    "agentSkills": {
      "exists": false,
      "url": "https://www.kallio.cloud/.well-known/agent-skills/index.json",
      "draft": true
    },
    "count": 0,
    "total": 6
  },
  "botAccess": {
    "probed": true,
    "bot": "OAI-SearchBot",
    "controlStatus": 200,
    "botStatus": 200,
    "discriminates": false,
    "refusedAsBot": false,
    "edge": null,
    "verifiable": false,
    "detail": "This origin answers OAI-SearchBot exactly as it answers any other client (200). No edge-level filtering of AI crawlers observed."
  },
  "snippets": []
}

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