diff --git a/.gitignore b/.gitignore
index f2b478aa..d0f97c74 100644
--- a/.gitignore
+++ b/.gitignore
@@ -8,3 +8,9 @@ _local
 # Local development directories
 /_kg-integration/
 /_kg-integration/**
+
+
+# Sanity Functions
+functions/**/.env*
+functions/**/.build/
+functions/**/node_modules/
diff --git a/.sanity/blueprint.config.json b/.sanity/blueprint.config.json
new file mode 100644
index 00000000..9c6f2994
--- /dev/null
+++ b/.sanity/blueprint.config.json
@@ -0,0 +1,5 @@
+{
+  "projectId": "4g5tw1k0",
+  "blueprintConfigVersion": "v2025-05-08",
+  "updatedAt": 1758387167263
+}
\ No newline at end of file
diff --git a/functions/auto-tag/README.md b/functions/auto-tag/README.md
new file mode 100644
index 00000000..398da56a
--- /dev/null
+++ b/functions/auto-tag/README.md
@@ -0,0 +1,188 @@
+# Auto-Tag Function
+
+[Explore all examples](https://github.com/sanity-io/sanity/tree/main/examples)
+
+## Problem
+
+Content creators spend significant time manually tagging blog posts, leading to inconsistent tagging across content libraries and reduced productivity in editorial workflows.
+
+## Solution
+
+This Sanity Function automatically generates 3 relevant tags for blog posts by analyzing content using AI, intelligently reusing existing tags from other posts to maintain vocabulary consistency.
+
+## Benefits
+
+- **Saves 2-3 minutes per post** by eliminating manual tagging
+- **Improves content discoverability** through consistent tag application
+- **Maintains tag vocabulary** by prioritizing reuse of existing tags
+- **Scales automatically** as your content library grows
+- **Reduces editorial overhead** for content teams
+
+## Compatible Templates
+
+This function is built to be compatible with any of [the official "clean" templates](https://www.sanity.io/exchange/type=templates/by=sanity). We recommend testing the function out in one of those after you have installed them locally.
+
+### Adding the tags field to your schema
+
+If you're using the [nextjs-clean template](https://github.com/sanity-io/sanity-template-nextjs-clean), you'll need to add a `tags` field to your post schema:
+
+1. Open `studio/src/schemaTypes/documents/post.ts`
+2. Add this field to the `fields` array:
+
+```typescript
+defineField({
+  name: 'tags',
+  title: 'Tags',
+  type: 'array',
+  of: [{ type: 'string' }],
+  description: 'Tags will be automatically generated when you publish a post',
+}),
+```
+
+3. Deploy your updated schema:
+
+```bash
+# /studio
+npx sanity schema deploy
+```
+
+## Implementation
+
+**Important:** Run these commands from the root of your project (not inside the `studio/` folder).
+
+1. **Initialize the example**
+
+   Run this if you haven't initialized blueprints:
+
+   ```bash
+   npx sanity blueprints init
+   ```
+
+   You'll be prompted to select your organization and Sanity studio.
+
+   Then run:
+
+   ```bash
+   npx sanity blueprints add function --example auto-tag
+   ```
+
+2. **Add configuration to your blueprint**
+
+   ```ts
+   // sanity.blueprint.ts
+   import {defineBlueprint, defineDocumentFunction} from '@sanity/blueprints'
+
+   export default defineBlueprint({
+     resources: [
+       defineDocumentFunction({
+         type: 'sanity.function.document',
+         name: 'auto-tag',
+         src: './functions/auto-tag',
+         memory: 2,
+         timeout: 30,
+         event: {
+           on: ['publish'],
+           filter: "_type == 'post' && !defined(tags)",
+           projection: '{_id}',
+         },
+       }),
+     ],
+   })
+   ```
+
+3. **Install dependencies**
+
+   Install dependencies in the project root:
+
+   ```bash
+   npm install
+   ```
+
+4. **Make sure you have a schema deployed**
+
+From the studio folder, run:
+
+```bash
+# In the studio/ folder
+npx sanity schema deploy
+```
+
+## Testing the function locally
+
+You can test the auto-tag function locally using the Sanity CLI before deploying it to production.
+
+### Simple Testing Command
+
+Test the function with an existing document ID from your dataset:
+
+```bash
+npx sanity functions test auto-tag --document-id <insert-document-id> --dataset production --with-user-token
+```
+
+Replace `<insert-document-id>` with an actual document ID from your dataset and `production` with your dataset name.
+
+### Interactive Development Mode
+
+Start the development server for interactive testing:
+
+```bash
+npx sanity functions dev
+```
+
+### Testing Tips
+
+- **Use real document IDs** - Document functions require IDs that exist in your dataset
+- **Use Node.js v22.x** locally to match production runtime
+- **Test edge cases** like posts without content or with existing tags
+- **Check function logs** in CLI output for debugging
+- **Test without AI calls** first by setting `noWrite: true` in the function
+- **Create test content** - If you don't have posts without tags, create some test documents first
+
+## Requirements
+
+- A Sanity project with Functions enabled
+- A schema with a `post` document type containing:
+  - A `content` field with portable text (for content analysis)
+  - A `tags` array field (for storing generated tags)
+- Access to Sanity's AI capabilities
+- Node.js v22.x for local development
+
+## Usage Example
+
+When a content editor publishes a new blog post without tags, the function automatically:
+
+1. **Triggers** on the publish event for post documents without existing tags
+2. **Analyzes** the post's content field using AI
+3. **Retrieves** existing tags from other published posts for vocabulary consistency
+4. **Generates** 3 relevant tags, prioritizing reuse of existing tags when appropriate
+5. **Applies** the tags directly to the published document
+
+**Result:** Content creators get consistent, relevant tags without manual effort, improving content organization and discoverability.
+
+## Customization
+
+### Adjust Tag Generation
+
+Modify the AI instruction to change tagging behavior:
+
+```typescript
+instruction: `Based on the $content, create 5 relevant tags instead of 3. Focus on technical topics and use camelCase format.`
+```
+
+### Change Target Field
+
+Update the target path to save tags to a different field:
+
+```typescript
+target: {
+  path: 'categories', // Instead of 'tags'
+}
+```
+
+### Filter Different Document Types
+
+Modify the blueprint filter to target different content types:
+
+```typescript
+filter: "_type == 'article' && !defined(keywords)"
+```
diff --git a/functions/auto-tag/package.json b/functions/auto-tag/package.json
new file mode 100644
index 00000000..81917794
--- /dev/null
+++ b/functions/auto-tag/package.json
@@ -0,0 +1,9 @@
+{
+  "name": "auto-tag",
+  "type": "module",
+  "main": "index.ts",
+  "dependencies": {
+    "@sanity/client": "^7.11.2",
+    "@sanity/functions": "^1.0.3"
+  }
+}
\ No newline at end of file
diff --git a/package-lock.json b/package-lock.json
index 5cc8755d..6a0baf38 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -11,7 +11,12 @@
         "studio",
         "web"
       ],
+      "dependencies": {
+        "@sanity/client": "^7.11.2",
+        "@sanity/functions": "^1.0.3"
+      },
       "devDependencies": {
+        "@sanity/blueprints": "^0.2.0",
         "npm-run-all": "^4.1.5"
       },
       "engines": {
@@ -347,19 +352,6 @@
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       "license": "MIT"
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-      "license": "Apache-2.0",
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-        "@jridgewell/trace-mapping": "^0.3.24"
-      },
-      "engines": {
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     "node_modules/@architect/asap": {
       "version": "7.0.10",
       "resolved": "https://registry.npmjs.org/@architect/asap/-/asap-7.0.10.tgz",
@@ -731,21 +723,21 @@
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+      "version": "7.28.4",
+      "resolved": "https://registry.npmjs.org/@babel/core/-/core-7.28.4.tgz",
+      "integrity": "sha512-2BCOP7TN8M+gVDj7/ht3hsaO/B/n5oDbiAyyvnRlNOs+u1o+JWNYTQrmpuNp1/Wq2gcFrI01JAW+paEKDMx/CA==",
       "license": "MIT",
       "dependencies": {
-        "@ampproject/remapping": "^2.2.0",
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         "@babel/generator": "^7.28.3",
         "@babel/helper-compilation-targets": "^7.27.2",
         "@babel/helper-module-transforms": "^7.28.3",
-        "@babel/helpers": "^7.28.3",
-        "@babel/parser": "^7.28.3",
+        "@babel/helpers": "^7.28.4",
+        "@babel/parser": "^7.28.4",
         "@babel/template": "^7.27.2",
-        "@babel/traverse": "^7.28.3",
-        "@babel/types": "^7.28.2",
+        "@babel/traverse": "^7.28.4",
+        "@babel/types": "^7.28.4",
+        "@jridgewell/remapping": "^2.3.5",
         "convert-source-map": "^2.0.0",
         "debug": "^4.1.0",
         "gensync": "^1.0.0-beta.2",
@@ -1056,25 +1048,25 @@
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+      "resolved": "https://registry.npmjs.org/@babel/helpers/-/helpers-7.28.4.tgz",
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       "license": "MIT",
       "dependencies": {
         "@babel/template": "^7.27.2",
-        "@babel/types": "^7.28.2"
+        "@babel/types": "^7.28.4"
       },
       "engines": {
         "node": ">=6.9.0"
       }
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-      "version": "7.28.3",
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+      "version": "7.28.4",
+      "resolved": "https://registry.npmjs.org/@babel/parser/-/parser-7.28.4.tgz",
+      "integrity": "sha512-yZbBqeM6TkpP9du/I2pUZnJsRMGGvOuIrhjzC1AwHwW+6he4mni6Bp/m8ijn0iOuZuPI2BfkCoSRunpyjnrQKg==",
       "license": "MIT",
       "dependencies": {
-        "@babel/types": "^7.28.2"
+        "@babel/types": "^7.28.4"
       },
       "bin": {
         "parser": "bin/babel-parser.js"
@@ -1315,9 +1307,9 @@
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     },
     "node_modules/@babel/plugin-transform-block-scoping": {
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@@ -1362,9 +1354,9 @@
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         "@babel/helper-plugin-utils": "^7.27.1",
         "@babel/helper-replace-supers": "^7.27.1",
-        "@babel/traverse": "^7.28.3"
+        "@babel/traverse": "^7.28.4"
       },
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@@ -1742,16 +1734,16 @@
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         "@babel/plugin-transform-parameters": "^7.27.7",
-        "@babel/traverse": "^7.28.0"
+        "@babel/traverse": "^7.28.4"
       },
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@@ -1966,9 +1958,9 @@
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@@ -2358,17 +2350,17 @@
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         "@babel/generator": "^7.28.3",
         "@babel/helper-globals": "^7.28.0",
-        "@babel/parser": "^7.28.3",
+        "@babel/parser": "^7.28.4",
         "@babel/template": "^7.27.2",
-        "@babel/types": "^7.28.2",
+        "@babel/types": "^7.28.4",
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@@ -2376,9 +2368,9 @@
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@@ -2485,9 +2477,9 @@
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+      "resolved": "https://registry.npmjs.org/@codemirror/view/-/view-6.38.2.tgz",
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@@ -3376,16 +3368,25 @@
         "url": "https://github.com/sponsors/nzakas"
       }
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+    "node_modules/@inquirer/ansi": {
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+      "license": "MIT",
+      "engines": {
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+      }
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-      "version": "4.2.2",
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+      "resolved": "https://registry.npmjs.org/@inquirer/checkbox/-/checkbox-4.2.4.tgz",
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       "license": "MIT",
       "dependencies": {
-        "@inquirer/core": "^10.2.0",
+        "@inquirer/ansi": "^1.0.0",
+        "@inquirer/core": "^10.2.2",
         "@inquirer/figures": "^1.0.13",
         "@inquirer/type": "^3.0.8",
-        "ansi-escapes": "^4.3.2",
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@@ -3401,12 +3402,12 @@
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-      "version": "0.2.13",
-      "resolved": "https://registry.npmjs.org/buffer-crc32/-/buffer-crc32-0.2.13.tgz",
-      "integrity": "sha512-VO9Ht/+p3SN7SKWqcrgEzjGbRSJYTx+Q1pTQC0wrWqHx0vpJraQ6GtHx8tvcg1rlK1byhU5gccxgOgj7B0TDkQ==",
-      "license": "MIT",
-      "engines": {
-        "node": "*"
-      }
-    },
     "node_modules/yocto-queue": {
       "version": "0.1.0",
       "resolved": "https://registry.npmjs.org/yocto-queue/-/yocto-queue-0.1.0.tgz",
@@ -20172,16 +19958,16 @@
       "name": "ux-methods-studio",
       "version": "2.0.0",
       "dependencies": {
-        "@sanity/assist": "^4.4.7",
+        "@sanity/assist": "^5.0.0",
         "@sanity/embeddings-index-ui": "^2.1.1",
-        "@sanity/vision": "^4.6.0",
+        "@sanity/vision": "^4.9.0",
         "@types/react-dom": "^19.0.4",
         "react": "^18.3.1",
         "react-dom": "^18.3.1",
         "react-icons": "^5.4.0",
         "react-is": "^19.0.0",
-        "sanity": "^4.6.0",
-        "sanity-plugin-taxonomy-manager": "^3.3.3",
+        "sanity": "^4.9.0",
+        "sanity-plugin-taxonomy-manager": "^4.0.0",
         "styled-components": "^6.1.18"
       },
       "devDependencies": {
@@ -20215,6 +20001,20 @@
         "dotenv": "^16.5.0",
         "groq": "^3.72.1"
       }
+    },
+    "web/node_modules/@sanity/client": {
+      "version": "6.29.1",
+      "resolved": "https://registry.npmjs.org/@sanity/client/-/client-6.29.1.tgz",
+      "integrity": "sha512-BQRCMeDlBxwnMbFtB61HUxFf9aSb4HNVrpfrC7IFVqFf4cwcc3o5H8/nlrL9U3cDFedbe4W0AXt1mQzwbY/ljw==",
+      "license": "MIT",
+      "dependencies": {
+        "@sanity/eventsource": "^5.0.2",
+        "get-it": "^8.6.7",
+        "rxjs": "^7.0.0"
+      },
+      "engines": {
+        "node": ">=14.18"
+      }
     }
   }
 }
diff --git a/package.json b/package.json
index 186cfde2..46305027 100644
--- a/package.json
+++ b/package.json
@@ -21,6 +21,11 @@
     "web"
   ],
   "devDependencies": {
+    "@sanity/blueprints": "^0.2.0",
     "npm-run-all": "^4.1.5"
+  },
+  "dependencies": {
+    "@sanity/client": "^7.11.2",
+    "@sanity/functions": "^1.0.3"
   }
 }
diff --git a/studio/README.md b/studio/README.md
index 98db8177..7c14c0b1 100644
--- a/studio/README.md
+++ b/studio/README.md
@@ -7,3 +7,5 @@ Now you can do the following things:
 - [Read “getting started” in the docs](https://www.sanity.io/docs/introduction/getting-started?utm_source=readme)
 - [Join the community Slack](https://slack.sanity.io/?utm_source=readme)
 - [Extend and build plugins](https://www.sanity.io/docs/content-studio/extending?utm_source=readme)
+
+Studio Change.
\ No newline at end of file
diff --git a/studio/package.json b/studio/package.json
index 090276fa..b64b1af4 100644
--- a/studio/package.json
+++ b/studio/package.json
@@ -14,16 +14,16 @@
     "sanity"
   ],
   "dependencies": {
-    "@sanity/assist": "^4.4.7",
+    "@sanity/assist": "^5.0.0",
     "@sanity/embeddings-index-ui": "^2.1.1",
-    "@sanity/vision": "^4.6.0",
+    "@sanity/vision": "^4.9.0",
     "@types/react-dom": "^19.0.4",
     "react": "^18.3.1",
     "react-dom": "^18.3.1",
     "react-icons": "^5.4.0",
     "react-is": "^19.0.0",
-    "sanity": "^4.6.0",
-    "sanity-plugin-taxonomy-manager": "^3.3.3",
+    "sanity": "^4.9.0",
+    "sanity-plugin-taxonomy-manager": "^4.0.0",
     "styled-components": "^6.1.18"
   },
   "devDependencies": {
diff --git a/studio/sanity.config.tsx b/studio/sanity.config.tsx
index 4967fd00..0bbcbbbb 100644
--- a/studio/sanity.config.tsx
+++ b/studio/sanity.config.tsx
@@ -6,7 +6,7 @@ import type {StructureBuilder} from 'sanity/structure'
 import {visionTool} from '@sanity/vision'
 import {taxonomyManager} from 'sanity-plugin-taxonomy-manager'
 import {schemaTypes} from './schemaTypes'
-import {embeddingsIndexDashboard} from '@sanity/embeddings-index-ui'
+import {embeddingsIndexDashboard, embeddingsIndexReferenceInput} from '@sanity/embeddings-index-ui'
 import {assist} from '@sanity/assist'
 import {RobotIcon} from '@sanity/icons'
 import {RiBubbleChartFill} from 'react-icons/ri'
@@ -71,6 +71,7 @@ export default defineConfig([
         baseUri: 'https://uxmethods.org/',
       }),
       embeddingsIndexDashboard(),
+      embeddingsIndexReferenceInput(),
       assist(),
     ],
 
diff --git a/studio/schema.json b/studio/schema.json
new file mode 100644
index 00000000..000e5b7f
--- /dev/null
+++ b/studio/schema.json
@@ -0,0 +1,3838 @@
+[
+  {
+    "name": "sources",
+    "type": "type",
+    "value": {
+      "type": "array",
+      "of": {
+        "type": "string"
+      }
+    }
+  },
+  {
+    "name": "source",
+    "type": "type",
+    "value": {
+      "type": "object",
+      "attributes": {
+        "_type": {
+          "type": "objectAttribute",
+          "value": {
+            "type": "string",
+            "value": "source"
+          }
+        },
+        "name": {
+          "type": "objectAttribute",
+          "value": {
+            "type": "string"
+          },
+          "optional": true
+        },
+        "source": {
+          "type": "objectAttribute",
+          "value": {
+            "type": "string"
+          },
+          "optional": true
+        }
+      }
+    }
+  },
+  {
+    "name": "socialMedia",
+    "type": "type",
+    "value": {
+      "type": "object",
+      "attributes": {
+        "_type": {
+          "type": "objectAttribute",
+          "value": {
+            "type": "string",
+            "value": "socialMedia"
+          }
+        },
+        "title": {
+          "type": "objectAttribute",
+          "value": {
+            "type": "string"
+          },
+          "optional": true
+        },
+        "link": {
+          "type": "objectAttribute",
+          "value": {
+            "type": "string"
+          },
+          "optional": true
+        }
+      }
+    }
+  },
+  {
+    "name": "referencedDiscipline",
+    "type": "type",
+    "value": {
+      "type": "object",
+      "attributes": {
+        "_type": {
+          "type": "objectAttribute",
+          "value": {
+            "type": "string",
+            "value": "reference"
+          }
+        },
+        "_ref": {
+          "type": "objectAttribute",
+          "value": {
+            "type": "string"
+          }
+        },
+        "_weak": {
+          "type": "objectAttribute",
+          "value": {
+            "type": "boolean"
+          },
+          "optional": true
+        }
+      },
+      "dereferencesTo": "discipline"
+    }
+  },
+  {
+    "name": "describedMethod",
+    "type": "type",
+    "value": {
+      "type": "object",
+      "attributes": {
+        "_type": {
+          "type": "objectAttribute",
+          "value": {
+            "type": "string",
+            "value": "reference"
+          }
+        },
+        "_ref": {
+          "type": "objectAttribute",
+          "value": {
+            "type": "string"
+          }
+        },
+        "_weak": {
+          "type": "objectAttribute",
+          "value": {
+            "type": "boolean"
+          },
+          "optional": true
+        }
+      },
+      "dereferencesTo": "method"
+    }
+  },
+  {
+    "name": "credit",
+    "type": "type",
+    "value": {
+      "type": "object",
+      "attributes": {
+        "_type": {
+          "type": "objectAttribute",
+          "value": {
+            "type": "string",
+            "value": "credit"
+          }
+        },
+        "title": {
+          "type": "objectAttribute",
+          "value": {
+            "type": "string"
+          },
+          "optional": true
+        },
+        "creditBody": {
+          "type": "objectAttribute",
+          "value": {
+            "type": "array",
+            "of": {
+              "type": "object",
+              "attributes": {
+                "children": {
+                  "type": "objectAttribute",
+                  "value": {
+                    "type": "array",
+                    "of": {
+                      "type": "object",
+                      "attributes": {
+                        "marks": {
+                          "type": "objectAttribute",
+                          "value": {
+                            "type": "array",
+                            "of": {
+                              "type": "string"
+                            }
+                          },
+                          "optional": true
+                        },
+                        "text": {
+                          "type": "objectAttribute",
+                          "value": {
+                            "type": "string"
+                          },
+                          "optional": true
+                        },
+                        "_type": {
+                          "type": "objectAttribute",
+                          "value": {
+                            "type": "string",
+                            "value": "span"
+                          }
+                        }
+                      },
+                      "rest": {
+                        "type": "object",
+                        "attributes": {
+                          "_key": {
+                            "type": "objectAttribute",
+                            "value": {
+                              "type": "string"
+                            }
+                          }
+                        }
+                      }
+                    }
+                  },
+                  "optional": true
+                },
+                "style": {
+                  "type": "objectAttribute",
+                  "value": {
+                    "type": "union",
+                    "of": [
+                      {
+                        "type": "string",
+                        "value": "normal"
+                      }
+                    ]
+                  },
+                  "optional": true
+                },
+                "listItem": {
+                  "type": "objectAttribute",
+                  "value": {
+                    "type": "union",
+                    "of": []
+                  },
+                  "optional": true
+                },
+                "markDefs": {
+                  "type": "objectAttribute",
+                  "value": {
+                    "type": "array",
+                    "of": {
+                      "type": "object",
+                      "attributes": {
+                        "href": {
+                          "type": "objectAttribute",
+                          "value": {
+                            "type": "string"
+                          },
+                          "optional": true
+                        },
+                        "_type": {
+                          "type": "objectAttribute",
+                          "value": {
+                            "type": "string",
+                            "value": "link"
+                          }
+                        }
+                      },
+                      "rest": {
+                        "type": "object",
+                        "attributes": {
+                          "_key": {
+                            "type": "objectAttribute",
+                            "value": {
+                              "type": "string"
+                            }
+                          }
+                        }
+                      }
+                    }
+                  },
+                  "optional": true
+                },
+                "level": {
+                  "type": "objectAttribute",
+                  "value": {
+                    "type": "number"
+                  },
+                  "optional": true
+                },
+                "_type": {
+                  "type": "objectAttribute",
+                  "value": {
+                    "type": "string",
+                    "value": "block"
+                  }
+                }
+              },
+              "rest": {
+                "type": "object",
+                "attributes": {
+                  "_key": {
+                    "type": "objectAttribute",
+                    "value": {
+                      "type": "string"
+                    }
+                  }
+                }
+              }
+            }
+          },
+          "optional": true
+        }
+      }
+    }
+  },
+  {
+    "name": "bodyPortableText",
+    "type": "type",
+    "value": {
+      "type": "array",
+      "of": {
+        "type": "union",
+        "of": [
+          {
+            "type": "object",
+            "attributes": {
+              "children": {
+                "type": "objectAttribute",
+                "value": {
+                  "type": "array",
+                  "of": {
+                    "type": "object",
+                    "attributes": {
+                      "marks": {
+                        "type": "objectAttribute",
+                        "value": {
+                          "type": "array",
+                          "of": {
+                            "type": "string"
+                          }
+                        },
+                        "optional": true
+                      },
+                      "text": {
+                        "type": "objectAttribute",
+                        "value": {
+                          "type": "string"
+                        },
+                        "optional": true
+                      },
+                      "_type": {
+                        "type": "objectAttribute",
+                        "value": {
+                          "type": "string",
+                          "value": "span"
+                        }
+                      }
+                    },
+                    "rest": {
+                      "type": "object",
+                      "attributes": {
+                        "_key": {
+                          "type": "objectAttribute",
+                          "value": {
+                            "type": "string"
+                          }
+                        }
+                      }
+                    }
+                  }
+                },
+                "optional": true
+              },
+              "style": {
+                "type": "objectAttribute",
+                "value": {
+                  "type": "union",
+                  "of": [
+                    {
+                      "type": "string",
+                      "value": "normal"
+                    },
+                    {
+                      "type": "string",
+                      "value": "h1"
+                    },
+                    {
+                      "type": "string",
+                      "value": "h2"
+                    },
+                    {
+                      "type": "string",
+                      "value": "h3"
+                    },
+                    {
+                      "type": "string",
+                      "value": "h4"
+                    },
+                    {
+                      "type": "string",
+                      "value": "blockquote"
+                    }
+                  ]
+                },
+                "optional": true
+              },
+              "listItem": {
+                "type": "objectAttribute",
+                "value": {
+                  "type": "union",
+                  "of": [
+                    {
+                      "type": "string",
+                      "value": "bullet"
+                    },
+                    {
+                      "type": "string",
+                      "value": "number"
+                    }
+                  ]
+                },
+                "optional": true
+              },
+              "markDefs": {
+                "type": "objectAttribute",
+                "value": {
+                  "type": "array",
+                  "of": {
+                    "type": "object",
+                    "attributes": {
+                      "href": {
+                        "type": "objectAttribute",
+                        "value": {
+                          "type": "string"
+                        },
+                        "optional": true
+                      },
+                      "_type": {
+                        "type": "objectAttribute",
+                        "value": {
+                          "type": "string",
+                          "value": "link"
+                        }
+                      }
+                    },
+                    "rest": {
+                      "type": "object",
+                      "attributes": {
+                        "_key": {
+                          "type": "objectAttribute",
+                          "value": {
+                            "type": "string"
+                          }
+                        }
+                      }
+                    }
+                  }
+                },
+                "optional": true
+              },
+              "level": {
+                "type": "objectAttribute",
+                "value": {
+                  "type": "number"
+                },
+                "optional": true
+              },
+              "_type": {
+                "type": "objectAttribute",
+                "value": {
+                  "type": "string",
+                  "value": "block"
+                }
+              }
+            },
+            "rest": {
+              "type": "object",
+              "attributes": {
+                "_key": {
+                  "type": "objectAttribute",
+                  "value": {
+                    "type": "string"
+                  }
+                }
+              }
+            }
+          },
+          {
+            "type": "object",
+            "attributes": {
+              "asset": {
+                "type": "objectAttribute",
+                "value": {
+                  "type": "object",
+                  "attributes": {
+                    "_ref": {
+                      "type": "objectAttribute",
+                      "value": {
+                        "type": "string"
+                      }
+                    },
+                    "_type": {
+                      "type": "objectAttribute",
+                      "value": {
+                        "type": "string",
+                        "value": "reference"
+                      }
+                    },
+                    "_weak": {
+                      "type": "objectAttribute",
+                      "value": {
+                        "type": "boolean"
+                      },
+                      "optional": true
+                    }
+                  },
+                  "dereferencesTo": "sanity.imageAsset"
+                },
+                "optional": true
+              },
+              "media": {
+                "type": "objectAttribute",
+                "value": {
+                  "type": "unknown"
+                },
+                "optional": true
+              },
+              "hotspot": {
+                "type": "objectAttribute",
+                "value": {
+                  "type": "inline",
+                  "name": "sanity.imageHotspot"
+                },
+                "optional": true
+              },
+              "crop": {
+                "type": "objectAttribute",
+                "value": {
+                  "type": "inline",
+                  "name": "sanity.imageCrop"
+                },
+                "optional": true
+              },
+              "caption": {
+                "type": "objectAttribute",
+                "value": {
+                  "type": "string"
+                },
+                "optional": true
+              },
+              "alt": {
+                "type": "objectAttribute",
+                "value": {
+                  "type": "string"
+                },
+                "optional": true
+              },
+              "_type": {
+                "type": "objectAttribute",
+                "value": {
+                  "type": "string",
+                  "value": "bodyImage"
+                }
+              }
+            },
+            "rest": {
+              "type": "object",
+              "attributes": {
+                "_key": {
+                  "type": "objectAttribute",
+                  "value": {
+                    "type": "string"
+                  }
+                }
+              }
+            }
+          }
+        ]
+      }
+    }
+  },
+  {
+    "name": "bodyImage",
+    "type": "type",
+    "value": {
+      "type": "object",
+      "attributes": {
+        "_type": {
+          "type": "objectAttribute",
+          "value": {
+            "type": "string",
+            "value": "bodyImage"
+          }
+        },
+        "asset": {
+          "type": "objectAttribute",
+          "value": {
+            "type": "object",
+            "attributes": {
+              "_ref": {
+                "type": "objectAttribute",
+                "value": {
+                  "type": "string"
+                }
+              },
+              "_type": {
+                "type": "objectAttribute",
+                "value": {
+                  "type": "string",
+                  "value": "reference"
+                }
+              },
+              "_weak": {
+                "type": "objectAttribute",
+                "value": {
+                  "type": "boolean"
+                },
+                "optional": true
+              }
+            },
+            "dereferencesTo": "sanity.imageAsset"
+          },
+          "optional": true
+        },
+        "media": {
+          "type": "objectAttribute",
+          "value": {
+            "type": "unknown"
+          },
+          "optional": true
+        },
+        "hotspot": {
+          "type": "objectAttribute",
+          "value": {
+            "type": "inline",
+            "name": "sanity.imageHotspot"
+          },
+          "optional": true
+        },
+        "crop": {
+          "type": "objectAttribute",
+          "value": {
+            "type": "inline",
+            "name": "sanity.imageCrop"
+          },
+          "optional": true
+        },
+        "caption": {
+          "type": "objectAttribute",
+          "value": {
+            "type": "string"
+          },
+          "optional": true
+        },
+        "alt": {
+          "type": "objectAttribute",
+          "value": {
+            "type": "string"
+          },
+          "optional": true
+        }
+      }
+    }
+  },
+  {
+    "name": "siteSettings",
+    "type": "document",
+    "attributes": {
+      "_id": {
+        "type": "objectAttribute",
+        "value": {
+          "type": "string"
+        }
+      },
+      "_type": {
+        "type": "objectAttribute",
+        "value": {
+          "type": "string",
+          "value": "siteSettings"
+        }
+      },
+      "_createdAt": {
+        "type": "objectAttribute",
+        "value": {
+          "type": "string"
+        }
+      },
+      "_updatedAt": {
+        "type": "objectAttribute",
+        "value": {
+          "type": "string"
+        }
+      },
+      "_rev": {
+        "type": "objectAttribute",
+        "value": {
+          "type": "string"
+        }
+      },
+      "title": {
+        "type": "objectAttribute",
+        "value": {
+          "type": "string"
+        },
+        "optional": true
+      },
+      "tagline": {
+        "type": "objectAttribute",
+        "value": {
+          "type": "string"
+        },
+        "optional": true
+      },
+      "description": {
+        "type": "objectAttribute",
+        "value": {
+          "type": "string"
+        },
+        "optional": true
+      },
+      "metaDescription": {
+        "type": "objectAttribute",
+        "value": {
+          "type": "string"
+        },
+        "optional": true
+      },
+      "overview": {
+        "type": "objectAttribute",
+        "value": {
+          "type": "array",
+          "of": {
+            "type": "object",
+            "attributes": {
+              "children": {
+                "type": "objectAttribute",
+                "value": {
+                  "type": "array",
+                  "of": {
+                    "type": "object",
+                    "attributes": {
+                      "marks": {
+                        "type": "objectAttribute",
+                        "value": {
+                          "type": "array",
+                          "of": {
+                            "type": "string"
+                          }
+                        },
+                        "optional": true
+                      },
+                      "text": {
+                        "type": "objectAttribute",
+                        "value": {
+                          "type": "string"
+                        },
+                        "optional": true
+                      },
+                      "_type": {
+                        "type": "objectAttribute",
+                        "value": {
+                          "type": "string",
+                          "value": "span"
+                        }
+                      }
+                    },
+                    "rest": {
+                      "type": "object",
+                      "attributes": {
+                        "_key": {
+                          "type": "objectAttribute",
+                          "value": {
+                            "type": "string"
+                          }
+                        }
+                      }
+                    }
+                  }
+                },
+                "optional": true
+              },
+              "style": {
+                "type": "objectAttribute",
+                "value": {
+                  "type": "union",
+                  "of": [
+                    {
+                      "type": "string",
+                      "value": "normal"
+                    }
+                  ]
+                },
+                "optional": true
+              },
+              "listItem": {
+                "type": "objectAttribute",
+                "value": {
+                  "type": "union",
+                  "of": []
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+        "value": {
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+        "value": {
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+          "name": "sanity.assetSourceData"
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+        "optional": true
+      }
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+          "value": {
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+            "name": "geopoint"
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+            "name": "sanity.imagePalette"
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+          "optional": true
+        },
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+        },
+        "hasAlpha": {
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+        },
+        "isOpaque": {
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+          "value": {
+            "type": "boolean"
+          },
+          "optional": true
+        }
+      }
+    }
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+          "value": {
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+          "optional": true
+        }
+      }
+    }
+  },
+  {
+    "name": "slug",
+    "type": "type",
+    "value": {
+      "type": "object",
+      "attributes": {
+        "_type": {
+          "type": "objectAttribute",
+          "value": {
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+            "value": "slug"
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+          },
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+        }
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+    }
+  },
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+    "name": "sanity.assetSourceData",
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+          "type": "objectAttribute",
+          "value": {
+            "type": "string"
+          },
+          "optional": true
+        },
+        "id": {
+          "type": "objectAttribute",
+          "value": {
+            "type": "string"
+          },
+          "optional": true
+        },
+        "url": {
+          "type": "objectAttribute",
+          "value": {
+            "type": "string"
+          },
+          "optional": true
+        }
+      }
+    }
+  }
+]
diff --git a/studio/schemaTypes/documents/method.ts b/studio/schemaTypes/documents/method.ts
index 73b49ffe..407c667e 100644
--- a/studio/schemaTypes/documents/method.ts
+++ b/studio/schemaTypes/documents/method.ts
@@ -1,5 +1,6 @@
 import {defineType, defineField} from 'sanity'
 import {RiGitCommitLine, RiBubbleChartFill} from 'react-icons/ri'
+import {schemeFilter, ArrayHierarchyInput} from 'sanity-plugin-taxonomy-manager'
 // import MetaDescription from '../../components/MetaDescription'
 
 /**
@@ -33,6 +34,31 @@ export default defineType({
         slugify: (input) => input.replace(/\s+/g, ''),
       },
     }),
+    defineField({
+      name: 'topic',
+      title: 'Topics',
+      description:
+        'Topics discussed in this method.',
+      type: 'array',
+      of: [
+        {
+          type: 'reference',
+          to: [{type: 'skosConcept'}],
+          options: {
+            filter: schemeFilter({schemeId: 'Mfji21'}),
+            aiAssist:{
+              embeddingsIndex: 'io-taxonomy',
+            },
+            embeddingsIndex: {
+              indexName: 'io-taxonomy',
+              maxResults: 10,
+              searchMode: 'embeddings'
+            }
+          },
+        },
+      ],
+      components: { field: ArrayHierarchyInput },
+    }),
     defineField({
       name: 'uri',
       type: 'slug',