feat(ee): turbopuffer ai vector search driver (#2402)

* feat(ai): add AI_VECTOR_DRIVER and turbopuffer configuration

* feat(ai): carry workspace and target space ids on vector lifecycle events

* feat(ai): add vector driver interface and turbopuffer request helpers

* feat(ai): add pgvector driver behind the vector driver interface

* refactor(ai): route vector reads and writes through the vector driver

* feat(ai): add turbopuffer vector driver

* feat(ai): rebuild turbopuffer namespaces when the embedding model changes

* feat(ai): warm the vector namespace cache on session start

* fix(ai): harden turbopuffer misconfiguration and reset failure paths

* fix(ai): collapse blank-line runs in extracted page text

* fix(ai): skip full re-embed when ai search is re-enabled within the delete grace window

* sync

* fix(ai): store real embedding dimensions instead of serialized vector length

* fix(ai): filter search hits by the page's current space at query time

* fix(ai): retry the page moved-to-space vector patch job

* sync

* feat(ai): pre-warm the vector namespace

* fix(ai): pass AI_VECTOR_DRIVER through the client build config

apps/server/src/database/repos/space/space.repo.ts

@@ -230,6 +230,7 @@ export class SpaceRepo {
 
     this.eventEmitter.emit(EventName.SPACE_DELETED, {
       spaceId,
+      workspaceId,
     });
   }
 }

apps/server/src/database/repos/workspace/workspace.repo.ts

@@ -211,6 +211,24 @@ export class WorkspaceRepo {
       .executeTakeFirst();
   }
 
+  async updateAiEmbeddingFingerprint(
+    workspaceId: string,
+    fingerprint: { driver: string; model: string; dimensions: number },
+    trx?: KyselyTransaction,
+  ) {
+    const db = dbOrTx(this.db, trx);
+    return db
+      .updateTable('workspaces')
+      .set({
+        settings: sql`COALESCE(settings, '{}'::jsonb)
+                || jsonb_build_object('ai', COALESCE(settings->'ai', '{}'::jsonb)
+                || jsonb_build_object('embedding', ${JSON.stringify(fingerprint)}::text::jsonb))`,
+        updatedAt: new Date(),
+      })
+      .where('id', '=', workspaceId)
+      .execute();
+  }
+
   async updateSharingSettings(
     workspaceId: string,
     prefKey: string,