Fmind Freelance AI Architect Website

Return the core profile: identity, headline, job title, contact, socials, biography, and areas of expertise.

{
  "type": "object",
  "properties": {},
  "title": "get_profileArguments"
}

{
  "type": "object",
  "properties": {
    "metadata": {
      "$ref": "#/$defs/Metadata"
    },
    "biography": {
      "items": {
        "type": "string"
      },
      "title": "Biography",
      "type": "array"
    },
    "leadership": {
      "items": {
        "$ref": "#/$defs/LeadershipRole"
      },
      "title": "Leadership",
      "type": "array"
    },
    "expertise": {
      "items": {
        "$ref": "#/$defs/ExpertiseCard"
      },
      "title": "Expertise",
      "type": "array"
    }
  },
  "required": [
    "metadata",
    "biography",
    "leadership",
    "expertise"
  ],
  "$defs": {
    "ExpertiseCard": {
      "properties": {
        "title": {
          "title": "Title",
          "type": "string"
        },
        "emoji": {
          "title": "Emoji",
          "type": "string"
        },
        "description": {
          "title": "Description",
          "type": "string"
        }
      },
      "required": [
        "title",
        "emoji",
        "description"
      ],
      "title": "ExpertiseCard",
      "type": "object"
    },
    "LeadershipRole": {
      "properties": {
        "role": {
          "title": "Role",
          "type": "string"
        },
        "organization": {
          "title": "Organization",
          "type": "string"
        },
        "description": {
          "title": "Description",
          "type": "string"
        },
        "url": {
          "title": "Url",
          "type": "string"
        }
      },
      "required": [
        "role",
        "organization",
        "description",
        "url"
      ],
      "title": "LeadershipRole",
      "type": "object"
    },
    "Metadata": {
      "properties": {
        "name": {
          "title": "Name",
          "type": "string"
        },
        "alternate_name": {
          "title": "Alternate Name",
          "type": "string"
        },
        "site_name": {
          "title": "Site Name",
          "type": "string"
        },
        "title": {
          "title": "Title",
          "type": "string"
        },
        "job_title": {
          "title": "Job Title",
          "type": "string"
        },
        "headline_primary": {
          "title": "Headline Primary",
          "type": "string"
        },
        "headline_secondary": {
          "title": "Headline Secondary",
          "type": "string"
        },
        "description": {
          "title": "Description",
          "type": "string"
        },
        "keywords": {
          "items": {
            "type": "string"
          },
          "title": "Keywords",
          "type": "array"
        },
        "email": {
          "title": "Email",
          "type": "string"
        },
        "calendar_url": {
          "title": "Calendar Url",
          "type": "string"
        },
        "site_url": {
          "title": "Site Url",
          "type": "string"
        },
        "twitter_handle": {
          "title": "Twitter Handle",
          "type": "string"
        },
        "socials": {
          "items": {
            "$ref": "#/$defs/SocialLink"
          },
          "title": "Socials",
          "type": "array"
        },
        "work_location": {
          "title": "Work Location",
          "type": "string"
        }
      },
      "required": [
        "name",
        "alternate_name",
        "site_name",
        "title",
        "job_title",
        "headline_primary",
        "headline_secondary",
        "description",
        "keywords",
        "email",
        "calendar_url",
        "site_url",
        "twitter_handle",
        "socials",
        "work_location"
      ],
      "title": "Metadata",
      "type": "object"
    },
    "SocialLink": {
      "properties": {
        "name": {
          "title": "Name",
          "type": "string"
        },
        "url": {
          "title": "Url",
          "type": "string"
        },
        "icon": {
          "title": "Icon",
          "type": "string"
        },
        "header": {
          "default": false,
          "title": "Header",
          "type": "boolean"
        }
      },
      "required": [
        "name",
        "url",
        "icon"
      ],
      "title": "SocialLink",
      "type": "object"
    }
  },
  "title": "ProfileResult"
}

List professional work experience: companies, roles, descriptions, and skill tags.

{
  "type": "object",
  "properties": {},
  "title": "list_experienceArguments"
}

{
  "type": "object",
  "properties": {
    "experience": {
      "items": {
        "$ref": "#/$defs/WorkExperience"
      },
      "title": "Experience",
      "type": "array"
    }
  },
  "required": [
    "experience"
  ],
  "$defs": {
    "WorkExperience": {
      "properties": {
        "company": {
          "title": "Company",
          "type": "string"
        },
        "logo": {
          "title": "Logo",
          "type": "string"
        },
        "title": {
          "title": "Title",
          "type": "string"
        },
        "brand_color": {
          "title": "Brand Color",
          "type": "string"
        },
        "description": {
          "title": "Description",
          "type": "string"
        },
        "tags": {
          "items": {
            "type": "string"
          },
          "title": "Tags",
          "type": "array"
        }
      },
      "required": [
        "company",
        "logo",
        "title",
        "brand_color",
        "description",
        "tags"
      ],
      "title": "WorkExperience",
      "type": "object"
    }
  },
  "title": "ExperienceResult"
}

List professional certifications, badges, and course specializations with their issuers.

{
  "type": "object",
  "properties": {},
  "title": "list_certificationsArguments"
}

{
  "type": "object",
  "properties": {
    "certifications": {
      "items": {
        "$ref": "#/$defs/CertificationBadge"
      },
      "title": "Certifications",
      "type": "array"
    },
    "specializations": {
      "items": {
        "$ref": "#/$defs/CertificationEntry"
      },
      "title": "Specializations",
      "type": "array"
    }
  },
  "required": [
    "certifications",
    "specializations"
  ],
  "$defs": {
    "CertificationBadge": {
      "properties": {
        "url": {
          "title": "Url",
          "type": "string"
        },
        "logo": {
          "title": "Logo",
          "type": "string"
        },
        "title": {
          "title": "Title",
          "type": "string"
        },
        "issuer": {
          "title": "Issuer",
          "type": "string"
        },
        "cert_id": {
          "title": "Cert Id",
          "type": "string"
        },
        "active": {
          "title": "Active",
          "type": "boolean"
        }
      },
      "required": [
        "url",
        "logo",
        "title",
        "issuer",
        "cert_id",
        "active"
      ],
      "title": "CertificationBadge",
      "type": "object"
    },
    "CertificationEntry": {
      "properties": {
        "url": {
          "title": "Url",
          "type": "string"
        },
        "logo": {
          "title": "Logo",
          "type": "string"
        },
        "title": {
          "title": "Title",
          "type": "string"
        },
        "issuer_details": {
          "title": "Issuer Details",
          "type": "string"
        }
      },
      "required": [
        "url",
        "logo",
        "title",
        "issuer_details"
      ],
      "title": "CertificationEntry",
      "type": "object"
    }
  },
  "title": "CertificationsResult"
}

List academic and written publications: the PhD thesis, peer-reviewed papers, and hosted articles.

{
  "type": "object",
  "properties": {},
  "title": "list_publicationsArguments"
}

{
  "type": "object",
  "properties": {
    "thesis": {
      "$ref": "#/$defs/Thesis"
    },
    "papers": {
      "items": {
        "$ref": "#/$defs/ResearchPaper"
      },
      "title": "Papers",
      "type": "array"
    },
    "articles": {
      "items": {
        "$ref": "#/$defs/ArticleSummary"
      },
      "title": "Articles",
      "type": "array"
    }
  },
  "required": [
    "thesis",
    "papers",
    "articles"
  ],
  "$defs": {
    "ArticleSummary": {
      "properties": {
        "date": {
          "format": "date-time",
          "title": "Date",
          "type": "string"
        },
        "updated": {
          "format": "date-time",
          "title": "Updated",
          "type": "string"
        },
        "title": {
          "title": "Title",
          "type": "string"
        },
        "description": {
          "title": "Description",
          "type": "string"
        },
        "slug": {
          "title": "Slug",
          "type": "string"
        },
        "canonical": {
          "default": "",
          "title": "Canonical",
          "type": "string"
        },
        "syndicated": {
          "default": "",
          "title": "Syndicated",
          "type": "string"
        },
        "url": {
          "title": "Url",
          "type": "string"
        },
        "image_url": {
          "title": "Image Url",
          "type": "string"
        },
        "image_alt": {
          "title": "Image Alt",
          "type": "string"
        },
        "tags": {
          "items": {
            "type": "string"
          },
          "title": "Tags",
          "type": "array"
        },
        "reading_minutes": {
          "title": "Reading Minutes",
          "type": "integer"
        }
      },
      "required": [
        "date",
        "updated",
        "title",
        "description",
        "slug",
        "url",
        "image_url",
        "image_alt",
        "tags",
        "reading_minutes"
      ],
      "title": "ArticleSummary",
      "type": "object"
    },
    "ResearchPaper": {
      "properties": {
        "title": {
          "title": "Title",
          "type": "string"
        },
        "url": {
          "title": "Url",
          "type": "string"
        },
        "venue": {
          "title": "Venue",
          "type": "string"
        },
        "code": {
          "title": "Code",
          "type": "string"
        },
        "code_label": {
          "title": "Code Label",
          "type": "string"
        }
      },
      "required": [
        "title",
        "url",
        "venue",
        "code",
        "code_label"
      ],
      "title": "ResearchPaper",
      "type": "object"
    },
    "Thesis": {
      "properties": {
        "title": {
          "title": "Title",
          "type": "string"
        },
        "url": {
          "title": "Url",
          "type": "string"
        },
        "institution_details": {
          "title": "Institution Details",
          "type": "string"
        },
        "description": {
          "title": "Description",
          "type": "string"
        },
        "links": {
          "items": {
            "$ref": "#/$defs/ThesisLink"
          },
          "title": "Links",
          "type": "array"
        }
      },
      "required": [
        "title",
        "url",
        "institution_details",
        "description",
        "links"
      ],
      "title": "Thesis",
      "type": "object"
    },
    "ThesisLink": {
      "properties": {
        "label": {
          "title": "Label",
          "type": "string"
        },
        "url": {
          "title": "Url",
          "type": "string"
        }
      },
      "required": [
        "label",
        "url"
      ],
      "title": "ThesisLink",
      "type": "object"
    }
  },
  "title": "PublicationsResult"
}

Search the hosted articles by relevance (BM25 over titles, tags, descriptions, and full text) and return the best matches. Use it to answer what Fmind has written about a topic instead of listing every publication.

{
  "type": "object",
  "properties": {
    "query": {
      "description": "words to search for across article titles, tags, descriptions, and full text",
      "title": "Query",
      "type": "string"
    },
    "limit": {
      "default": 10,
      "description": "maximum number of results to return (default 10, maximum 50)",
      "title": "Limit",
      "type": "integer"
    },
    "tag": {
      "anyOf": [
        {
          "type": "string"
        },
        {
          "type": "null"
        }
      ],
      "default": null,
      "description": "optionally keep only articles with this tag, case-insensitive: Agent, Coding, LLM, RAG, MLOps, Cloud, Python, Project, Demo, Guide",
      "title": "Tag"
    }
  },
  "required": [
    "query"
  ],
  "title": "search_articlesArguments"
}

{
  "type": "object",
  "properties": {
    "query": {
      "title": "Query",
      "type": "string"
    },
    "articles": {
      "items": {
        "$ref": "#/$defs/ArticleSummary"
      },
      "title": "Articles",
      "type": "array"
    },
    "total": {
      "title": "Total",
      "type": "integer"
    }
  },
  "required": [
    "query",
    "articles",
    "total"
  ],
  "$defs": {
    "ArticleSummary": {
      "properties": {
        "date": {
          "format": "date-time",
          "title": "Date",
          "type": "string"
        },
        "updated": {
          "format": "date-time",
          "title": "Updated",
          "type": "string"
        },
        "title": {
          "title": "Title",
          "type": "string"
        },
        "description": {
          "title": "Description",
          "type": "string"
        },
        "slug": {
          "title": "Slug",
          "type": "string"
        },
        "canonical": {
          "default": "",
          "title": "Canonical",
          "type": "string"
        },
        "syndicated": {
          "default": "",
          "title": "Syndicated",
          "type": "string"
        },
        "url": {
          "title": "Url",
          "type": "string"
        },
        "image_url": {
          "title": "Image Url",
          "type": "string"
        },
        "image_alt": {
          "title": "Image Alt",
          "type": "string"
        },
        "tags": {
          "items": {
            "type": "string"
          },
          "title": "Tags",
          "type": "array"
        },
        "reading_minutes": {
          "title": "Reading Minutes",
          "type": "integer"
        }
      },
      "required": [
        "date",
        "updated",
        "title",
        "description",
        "slug",
        "url",
        "image_url",
        "image_alt",
        "tags",
        "reading_minutes"
      ],
      "title": "ArticleSummary",
      "type": "object"
    }
  },
  "title": "SearchArticlesResult"
}

List open-source projects and educational YouTube series.

{
  "type": "object",
  "properties": {},
  "title": "list_projectsArguments"
}

{
  "type": "object",
  "properties": {
    "open_source": {
      "items": {
        "$ref": "#/$defs/Project"
      },
      "title": "Open Source",
      "type": "array"
    },
    "youtube_series": {
      "items": {
        "$ref": "#/$defs/Playlist"
      },
      "title": "Youtube Series",
      "type": "array"
    }
  },
  "required": [
    "open_source",
    "youtube_series"
  ],
  "$defs": {
    "Playlist": {
      "properties": {
        "title": {
          "title": "Title",
          "type": "string"
        },
        "url": {
          "title": "Url",
          "type": "string"
        },
        "description": {
          "title": "Description",
          "type": "string"
        },
        "cta": {
          "title": "Cta",
          "type": "string"
        }
      },
      "required": [
        "title",
        "url",
        "description",
        "cta"
      ],
      "title": "Playlist",
      "type": "object"
    },
    "Project": {
      "properties": {
        "title": {
          "title": "Title",
          "type": "string"
        },
        "href": {
          "title": "Href",
          "type": "string"
        },
        "description": {
          "title": "Description",
          "type": "string"
        },
        "repo": {
          "default": "",
          "title": "Repo",
          "type": "string"
        }
      },
      "required": [
        "title",
        "href",
        "description"
      ],
      "title": "Project",
      "type": "object"
    }
  },
  "title": "ProjectsResult"
}

List the professional services on offer (AI architecture advisory and mentoring) with availability and how to book.

{
  "type": "object",
  "properties": {},
  "title": "servicesArguments"
}

{
  "type": "object",
  "properties": {
    "services": {
      "items": {
        "$ref": "#/$defs/Service"
      },
      "title": "Services",
      "type": "array"
    }
  },
  "required": [
    "services"
  ],
  "$defs": {
    "Service": {
      "properties": {
        "icon": {
          "title": "Icon",
          "type": "string"
        },
        "title": {
          "title": "Title",
          "type": "string"
        },
        "description": {
          "title": "Description",
          "type": "string"
        },
        "badge": {
          "title": "Badge",
          "type": "string"
        },
        "badge_type": {
          "title": "Badge Type",
          "type": "string"
        },
        "cta_text": {
          "title": "Cta Text",
          "type": "string"
        },
        "cta_url": {
          "title": "Cta Url",
          "type": "string"
        }
      },
      "required": [
        "icon",
        "title",
        "description",
        "badge",
        "badge_type",
        "cta_text",
        "cta_url"
      ],
      "title": "Service",
      "type": "object"
    }
  },
  "title": "ServicesResult"
}

Read a public article's complete Markdown, dates, canonical URL, and hosted section links. Use a slug from search_articles; unknown and draft articles are unavailable.

{
  "type": "object",
  "properties": {
    "slug": {
      "maxLength": 200,
      "minLength": 1,
      "pattern": "^[a-z0-9]+(?:-[a-z0-9]+)*$",
      "title": "Slug",
      "type": "string"
    }
  },
  "required": [
    "slug"
  ],
  "title": "get_articleArguments"
}

{
  "type": "object",
  "properties": {
    "article": {
      "$ref": "#/$defs/ArticleSummary"
    },
    "canonical_url": {
      "title": "Canonical Url",
      "type": "string"
    },
    "markdown": {
      "title": "Markdown",
      "type": "string"
    },
    "sections": {
      "items": {
        "additionalProperties": {
          "type": "string"
        },
        "type": "object"
      },
      "title": "Sections",
      "type": "array"
    }
  },
  "required": [
    "article",
    "canonical_url",
    "markdown",
    "sections"
  ],
  "$defs": {
    "ArticleSummary": {
      "properties": {
        "date": {
          "format": "date-time",
          "title": "Date",
          "type": "string"
        },
        "updated": {
          "format": "date-time",
          "title": "Updated",
          "type": "string"
        },
        "title": {
          "title": "Title",
          "type": "string"
        },
        "description": {
          "title": "Description",
          "type": "string"
        },
        "slug": {
          "title": "Slug",
          "type": "string"
        },
        "canonical": {
          "default": "",
          "title": "Canonical",
          "type": "string"
        },
        "syndicated": {
          "default": "",
          "title": "Syndicated",
          "type": "string"
        },
        "url": {
          "title": "Url",
          "type": "string"
        },
        "image_url": {
          "title": "Image Url",
          "type": "string"
        },
        "image_alt": {
          "title": "Image Alt",
          "type": "string"
        },
        "tags": {
          "items": {
            "type": "string"
          },
          "title": "Tags",
          "type": "array"
        },
        "reading_minutes": {
          "title": "Reading Minutes",
          "type": "integer"
        }
      },
      "required": [
        "date",
        "updated",
        "title",
        "description",
        "slug",
        "url",
        "image_url",
        "image_alt",
        "tags",
        "reading_minutes"
      ],
      "title": "ArticleSummary",
      "type": "object"
    }
  },
  "title": "ArticleResult"
}

Compare one GKE hosting scenario with managed API baselines using the website calculator. Call with parameters={} for defaults and supported model, node, billing, and quantization choices. Then override URL parameters as strings, e.g. requests=1000, throughput=100, tokens=500. Returns assumptions, USD costs, constraints, dated sources, and a shareable URL. Invalid inputs fail; no resources are provisioned. See /agents#calculator.

{
  "type": "object",
  "properties": {
    "parameters": {
      "additionalProperties": {
        "maxLength": 128,
        "type": "string"
      },
      "description": "Calculator URL parameters as strings; use an empty object for defaults and available choices.",
      "maxProperties": 64,
      "propertyNames": {
        "maxLength": 64
      },
      "title": "Parameters",
      "type": "object"
    }
  },
  "required": [
    "parameters"
  ],
  "title": "compare_llm_hostingArguments"
}

{
  "type": "object",
  "properties": {
    "scenario_url": {
      "title": "Scenario Url",
      "type": "string"
    },
    "parameters": {
      "additionalProperties": {
        "type": "string"
      },
      "title": "Parameters",
      "type": "object"
    },
    "inputs": {
      "$ref": "#/$defs/HostingInputs"
    },
    "estimate": {
      "$ref": "#/$defs/HostingEstimate"
    },
    "apis": {
      "items": {
        "$ref": "#/$defs/APIComparison"
      },
      "title": "Apis",
      "type": "array"
    },
    "models": {
      "items": {
        "$ref": "#/$defs/FrontierModel"
      },
      "title": "Models",
      "type": "array"
    },
    "node_pools": {
      "items": {
        "$ref": "#/$defs/GKENodePool"
      },
      "title": "Node Pools",
      "type": "array"
    },
    "quantizations": {
      "items": {
        "$ref": "#/$defs/Quantization"
      },
      "title": "Quantizations",
      "type": "array"
    },
    "presets": {
      "items": {
        "$ref": "#/$defs/DemandPreset"
      },
      "title": "Presets",
      "type": "array"
    },
    "model_comparisons": {
      "items": {
        "$ref": "#/$defs/ModelComparison"
      },
      "title": "Model Comparisons",
      "type": "array"
    },
    "precision_comparisons": {
      "items": {
        "$ref": "#/$defs/PrecisionComparison"
      },
      "title": "Precision Comparisons",
      "type": "array"
    },
    "tasks": {
      "items": {
        "$ref": "#/$defs/TaskComparison"
      },
      "title": "Tasks",
      "type": "array"
    },
    "comparison_ready": {
      "title": "Comparison Ready",
      "type": "boolean"
    },
    "validation": {
      "items": {
        "type": "string"
      },
      "title": "Validation",
      "type": "array"
    },
    "latency": {
      "title": "Latency",
      "type": "string"
    },
    "pilot_configuration": {
      "title": "Pilot Configuration",
      "type": "string"
    },
    "calculated_on": {
      "title": "Calculated On",
      "type": "string"
    },
    "snapshot_date": {
      "title": "Snapshot Date",
      "type": "string"
    },
    "sources": {
      "additionalProperties": {
        "type": "string"
      },
      "title": "Sources",
      "type": "object"
    },
    "units": {
      "additionalProperties": {
        "type": "string"
      },
      "title": "Units",
      "type": "object"
    },
    "limitations": {
      "items": {
        "type": "string"
      },
      "title": "Limitations",
      "type": "array"
    }
  },
  "required": [
    "scenario_url",
    "parameters",
    "inputs",
    "estimate",
    "apis",
    "models",
    "node_pools",
    "quantizations",
    "presets",
    "model_comparisons",
    "precision_comparisons",
    "tasks",
    "comparison_ready",
    "validation",
    "latency",
    "pilot_configuration",
    "calculated_on",
    "snapshot_date",
    "sources",
    "units",
    "limitations"
  ],
  "$defs": {
    "APIBaseline": {
      "properties": {
        "name": {
          "title": "Name",
          "type": "string"
        },
        "input_per_million": {
          "title": "Input Per Million",
          "type": "number"
        },
        "output_per_million": {
          "title": "Output Per Million",
          "type": "number"
        },
        "cache_read_per_million": {
          "title": "Cache Read Per Million",
          "type": "number"
        },
        "cache_write_per_million": {
          "title": "Cache Write Per Million",
          "type": "number"
        },
        "cache_storage_per_million_hour": {
          "title": "Cache Storage Per Million Hour",
          "type": "number"
        },
        "cache_minimum": {
          "title": "Cache Minimum",
          "type": "number"
        },
        "source_url": {
          "title": "Source Url",
          "type": "string"
        },
        "cache_url": {
          "title": "Cache Url",
          "type": "string"
        },
        "verified_on": {
          "title": "Verified On",
          "type": "string"
        },
        "review_on": {
          "title": "Review On",
          "type": "string"
        },
        "valid_through": {
          "title": "Valid Through",
          "type": "string"
        },
        "note": {
          "title": "Note",
          "type": "string"
        },
        "input_token_limit": {
          "title": "Input Token Limit",
          "type": "integer"
        },
        "output_token_limit": {
          "title": "Output Token Limit",
          "type": "integer"
        },
        "context_token_limit": {
          "default": 0,
          "title": "Context Token Limit",
          "type": "integer"
        }
      },
      "required": [
        "name",
        "input_per_million",
        "output_per_million",
        "cache_read_per_million",
        "cache_write_per_million",
        "cache_storage_per_million_hour",
        "cache_minimum",
        "source_url",
        "cache_url",
        "verified_on",
        "review_on",
        "valid_through",
        "note",
        "input_token_limit",
        "output_token_limit"
      ],
      "title": "APIBaseline",
      "type": "object"
    },
    "APIComparison": {
      "properties": {
        "baseline": {
          "$ref": "#/$defs/APIBaseline"
        },
        "monthly_usd": {
          "title": "Monthly Usd",
          "type": "number"
        },
        "cache_overhead_usd": {
          "title": "Cache Overhead Usd",
          "type": "number"
        },
        "per_thousand_requests_usd": {
          "title": "Per Thousand Requests Usd",
          "type": "number"
        },
        "break_even_requests": {
          "title": "Break Even Requests",
          "type": "number"
        },
        "break_even_fits": {
          "title": "Break Even Fits",
          "type": "boolean"
        },
        "mode_note": {
          "title": "Mode Note",
          "type": "string"
        },
        "request_issue": {
          "title": "Request Issue",
          "type": "string"
        },
        "freshness": {
          "default": "",
          "title": "Freshness",
          "type": "string"
        },
        "needs_review": {
          "default": false,
          "title": "Needs Review",
          "type": "boolean"
        }
      },
      "required": [
        "baseline",
        "monthly_usd",
        "cache_overhead_usd",
        "per_thousand_requests_usd",
        "break_even_requests",
        "break_even_fits",
        "mode_note",
        "request_issue"
      ],
      "title": "APIComparison",
      "type": "object"
    },
    "APIMode": {
      "enum": [
        "standard",
        "batch",
        "cached"
      ],
      "title": "APIMode",
      "type": "string"
    },
    "BillingPlan": {
      "enum": [
        "on-demand",
        "cud-1y",
        "cud-3y",
        "flex"
      ],
      "title": "BillingPlan",
      "type": "string"
    },
    "DemandPreset": {
      "properties": {
        "id": {
          "title": "Id",
          "type": "string"
        },
        "name": {
          "title": "Name",
          "type": "string"
        },
        "description": {
          "title": "Description",
          "type": "string"
        },
        "requests_per_day": {
          "title": "Requests Per Day",
          "type": "number"
        },
        "active_days": {
          "title": "Active Days",
          "type": "number"
        },
        "input_tokens": {
          "title": "Input Tokens",
          "type": "number"
        },
        "output_tokens": {
          "title": "Output Tokens",
          "type": "number"
        }
      },
      "required": [
        "id",
        "name",
        "description",
        "requests_per_day",
        "active_days",
        "input_tokens",
        "output_tokens"
      ],
      "title": "DemandPreset",
      "type": "object"
    },
    "FrontierModel": {
      "properties": {
        "id": {
          "title": "Id",
          "type": "string"
        },
        "rank": {
          "title": "Rank",
          "type": "integer"
        },
        "name": {
          "title": "Name",
          "type": "string"
        },
        "creator": {
          "title": "Creator",
          "type": "string"
        },
        "intelligence": {
          "title": "Intelligence",
          "type": "number"
        },
        "parameters_b": {
          "title": "Parameters B",
          "type": "number"
        },
        "active_parameters": {
          "title": "Active Parameters",
          "type": "number"
        },
        "context_tokens": {
          "title": "Context Tokens",
          "type": "integer"
        },
        "license": {
          "title": "License",
          "type": "string"
        },
        "license_class": {
          "title": "License Class",
          "type": "string"
        },
        "analysis_url": {
          "title": "Analysis Url",
          "type": "string"
        },
        "weights_url": {
          "title": "Weights Url",
          "type": "string"
        },
        "minimum_node_id": {
          "title": "Minimum Node Id",
          "type": "string"
        },
        "minimum_nodes": {
          "title": "Minimum Nodes",
          "type": "integer"
        }
      },
      "required": [
        "id",
        "rank",
        "name",
        "creator",
        "intelligence",
        "parameters_b",
        "active_parameters",
        "context_tokens",
        "license",
        "license_class",
        "analysis_url",
        "weights_url",
        "minimum_node_id",
        "minimum_nodes"
      ],
      "title": "FrontierModel",
      "type": "object"
    },
    "GKENodePool": {
      "properties": {
        "id": {
          "title": "Id",
          "type": "string"
        },
        "name": {
          "title": "Name",
          "type": "string"
        },
        "gpu": {
          "title": "Gpu",
          "type": "string"
        },
        "gpu_count": {
          "title": "Gpu Count",
          "type": "integer"
        },
        "vram_gb": {
          "title": "Vram Gb",
          "type": "number"
        },
        "prices": {
          "items": {
            "$ref": "#/$defs/NodePrice"
          },
          "title": "Prices",
          "type": "array"
        },
        "operational": {
          "title": "Operational",
          "type": "string"
        },
        "multi_host": {
          "default": false,
          "title": "Multi Host",
          "type": "boolean"
        }
      },
      "required": [
        "id",
        "name",
        "gpu",
        "gpu_count",
        "vram_gb",
        "prices",
        "operational"
      ],
      "title": "GKENodePool",
      "type": "object"
    },
    "HostingEstimate": {
      "properties": {
        "weight_memory_gb": {
          "title": "Weight Memory Gb",
          "type": "number"
        },
        "required_memory_gb": {
          "title": "Required Memory Gb",
          "type": "number"
        },
        "nodes_per_replica": {
          "title": "Nodes Per Replica",
          "type": "integer"
        },
        "total_nodes": {
          "title": "Total Nodes",
          "type": "integer"
        },
        "total_gpus": {
          "title": "Total Gpus",
          "type": "integer"
        },
        "compute_monthly_usd": {
          "title": "Compute Monthly Usd",
          "type": "number"
        },
        "control_monthly_usd": {
          "title": "Control Monthly Usd",
          "type": "number"
        },
        "platform_monthly_usd": {
          "title": "Platform Monthly Usd",
          "type": "number"
        },
        "total_monthly_usd": {
          "title": "Total Monthly Usd",
          "type": "number"
        },
        "capacity_tokens_month": {
          "title": "Capacity Tokens Month",
          "type": "number"
        },
        "capacity_requests_day": {
          "title": "Capacity Requests Day",
          "type": "number"
        },
        "requests_month": {
          "title": "Requests Month",
          "type": "number"
        },
        "input_tokens_month": {
          "title": "Input Tokens Month",
          "type": "number"
        },
        "output_tokens_month": {
          "title": "Output Tokens Month",
          "type": "number"
        },
        "demand_capacity_pct": {
          "title": "Demand Capacity Pct",
          "type": "number"
        },
        "per_thousand_requests_usd": {
          "title": "Per Thousand Requests Usd",
          "type": "number"
        },
        "demand_fits": {
          "title": "Demand Fits",
          "type": "boolean"
        },
        "context_issue": {
          "title": "Context Issue",
          "type": "string"
        },
        "topology_confirmed": {
          "title": "Topology Confirmed",
          "type": "boolean"
        },
        "qualified": {
          "title": "Qualified",
          "type": "boolean"
        }
      },
      "required": [
        "weight_memory_gb",
        "required_memory_gb",
        "nodes_per_replica",
        "total_nodes",
        "total_gpus",
        "compute_monthly_usd",
        "control_monthly_usd",
        "platform_monthly_usd",
        "total_monthly_usd",
        "capacity_tokens_month",
        "capacity_requests_day",
        "requests_month",
        "input_tokens_month",
        "output_tokens_month",
        "demand_capacity_pct",
        "per_thousand_requests_usd",
        "demand_fits",
        "context_issue",
        "topology_confirmed",
        "qualified"
      ],
      "title": "HostingEstimate",
      "type": "object"
    },
    "HostingInputs": {
      "properties": {
        "model_id": {
          "title": "Model Id",
          "type": "string"
        },
        "node_pool_id": {
          "title": "Node Pool Id",
          "type": "string"
        },
        "quantization_id": {
          "title": "Quantization Id",
          "type": "string"
        },
        "replicas": {
          "title": "Replicas",
          "type": "integer"
        },
        "duty_cycle_percent": {
          "title": "Duty Cycle Percent",
          "type": "number"
        },
        "memory_overhead_pct": {
          "title": "Memory Overhead Pct",
          "type": "number"
        },
        "tokens_per_second": {
          "title": "Tokens Per Second",
          "type": "number"
        },
        "target_utilization": {
          "title": "Target Utilization",
          "type": "number"
        },
        "output_tokens_request": {
          "title": "Output Tokens Request",
          "type": "number"
        },
        "input_tokens_request": {
          "title": "Input Tokens Request",
          "type": "number"
        },
        "requests_per_day": {
          "title": "Requests Per Day",
          "type": "number"
        },
        "active_days": {
          "title": "Active Days",
          "type": "number"
        },
        "platform_monthly_usd": {
          "title": "Platform Monthly Usd",
          "type": "number"
        },
        "api_mode": {
          "$ref": "#/$defs/APIMode"
        },
        "cache_prefix_tokens": {
          "title": "Cache Prefix Tokens",
          "type": "number"
        },
        "cache_requests": {
          "title": "Cache Requests",
          "type": "integer"
        },
        "concurrency": {
          "title": "Concurrency",
          "type": "integer"
        },
        "target_first_token": {
          "title": "Target First Token",
          "type": "number"
        },
        "target_completion": {
          "title": "Target Completion",
          "type": "number"
        },
        "measured_concurrency": {
          "title": "Measured Concurrency",
          "type": "integer"
        },
        "measured_first_token": {
          "title": "Measured First Token",
          "type": "number"
        },
        "measured_completion": {
          "title": "Measured Completion",
          "type": "number"
        },
        "tasks_per_month": {
          "title": "Tasks Per Month",
          "type": "number"
        },
        "review_hourly_usd": {
          "title": "Review Hourly Usd",
          "type": "number"
        },
        "quality": {
          "maxItems": 4,
          "minItems": 4,
          "prefixItems": [
            {
              "$ref": "#/$defs/TaskQuality"
            },
            {
              "$ref": "#/$defs/TaskQuality"
            },
            {
              "$ref": "#/$defs/TaskQuality"
            },
            {
              "$ref": "#/$defs/TaskQuality"
            }
          ],
          "title": "Quality",
          "type": "array"
        },
        "quality_enabled": {
          "title": "Quality Enabled",
          "type": "boolean"
        },
        "billing_plan": {
          "$ref": "#/$defs/BillingPlan",
          "default": "on-demand"
        },
        "pilot_config": {
          "default": "",
          "title": "Pilot Config",
          "type": "string"
        }
      },
      "required": [
        "model_id",
        "node_pool_id",
        "quantization_id",
        "replicas",
        "duty_cycle_percent",
        "memory_overhead_pct",
        "tokens_per_second",
        "target_utilization",
        "output_tokens_request",
        "input_tokens_request",
        "requests_per_day",
        "active_days",
        "platform_monthly_usd",
        "api_mode",
        "cache_prefix_tokens",
        "cache_requests",
        "concurrency",
        "target_first_token",
        "target_completion",
        "measured_concurrency",
        "measured_first_token",
        "measured_completion",
        "tasks_per_month",
        "review_hourly_usd",
        "quality",
        "quality_enabled"
      ],
      "title": "HostingInputs",
      "type": "object"
    },
    "ModelComparison": {
      "properties": {
        "model": {
          "$ref": "#/$defs/FrontierModel"
        },
        "estimate": {
          "$ref": "#/$defs/HostingEstimate"
        },
        "decision": {
          "title": "Decision",
          "type": "string"
        }
      },
      "required": [
        "model",
        "estimate",
        "decision"
      ],
      "title": "ModelComparison",
      "type": "object"
    },
    "NodePrice": {
      "properties": {
        "plan": {
          "$ref": "#/$defs/BillingPlan"
        },
        "label": {
          "title": "Label",
          "type": "string"
        },
        "hourly_usd": {
          "title": "Hourly Usd",
          "type": "number"
        }
      },
      "required": [
        "plan",
        "label",
        "hourly_usd"
      ],
      "title": "NodePrice",
      "type": "object"
    },
    "PrecisionComparison": {
      "properties": {
        "quantization": {
          "$ref": "#/$defs/Quantization"
        },
        "estimate": {
          "$ref": "#/$defs/HostingEstimate"
        }
      },
      "required": [
        "quantization",
        "estimate"
      ],
      "title": "PrecisionComparison",
      "type": "object"
    },
    "Quantization": {
      "properties": {
        "id": {
          "title": "Id",
          "type": "string"
        },
        "name": {
          "title": "Name",
          "type": "string"
        },
        "bytes_per_param": {
          "title": "Bytes Per Param",
          "type": "number"
        },
        "guidance": {
          "title": "Guidance",
          "type": "string"
        }
      },
      "required": [
        "id",
        "name",
        "bytes_per_param",
        "guidance"
      ],
      "title": "Quantization",
      "type": "object"
    },
    "TaskComparison": {
      "properties": {
        "id": {
          "title": "Id",
          "type": "string"
        },
        "name": {
          "title": "Name",
          "type": "string"
        },
        "quality": {
          "$ref": "#/$defs/TaskQuality"
        },
        "requests": {
          "title": "Requests",
          "type": "number"
        },
        "accepted": {
          "title": "Accepted",
          "type": "number"
        },
        "model_usd": {
          "title": "Model Usd",
          "type": "number"
        },
        "review_usd": {
          "title": "Review Usd",
          "type": "number"
        },
        "per_accepted_usd": {
          "title": "Per Accepted Usd",
          "type": "number"
        },
        "fits": {
          "title": "Fits",
          "type": "boolean"
        },
        "request_issue": {
          "title": "Request Issue",
          "type": "string"
        }
      },
      "required": [
        "id",
        "name",
        "quality",
        "requests",
        "accepted",
        "model_usd",
        "review_usd",
        "per_accepted_usd",
        "fits",
        "request_issue"
      ],
      "title": "TaskComparison",
      "type": "object"
    },
    "TaskQuality": {
      "properties": {
        "acceptance_percent": {
          "title": "Acceptance Percent",
          "type": "number"
        },
        "calls_per_task": {
          "title": "Calls Per Task",
          "type": "number"
        },
        "review_minutes": {
          "title": "Review Minutes",
          "type": "number"
        }
      },
      "required": [
        "acceptance_percent",
        "calls_per_task",
        "review_minutes"
      ],
      "title": "TaskQuality",
      "type": "object"
    }
  },
  "title": "HostingResult"
}