feat(seed-studio): add watch-parity experience generator

.gitignore

@@ -40,3 +40,6 @@ todos/*.md
 output/
 forge.code-workspace
 .worktrees
+
+# Local devcontainer scratch (e.g., bind-mounted pgdata)
+.tmp/

apps/admin/.env.example

@@ -32,3 +32,25 @@ APPLE_CLIENT_SECRET=
 OKTA_CLIENT_ID=
 OKTA_CLIENT_SECRET=
 OKTA_ISSUER=
+
+# Unit 10+ — AI provider access for server-side drafting / embeddings.
+# OpenRouter is preferred; OpenAI is the fallback.
+OPENROUTER_API_KEY=
+OPENAI_API_KEY=
+# Optional when using OpenAI directly.
+OPENAI_BASE_URL=https://api.openai.com/v1
+# Optional local-only embedding provider for Experience AI video search.
+OLLAMA_BASE_URL=http://localhost:11434
+OLLAMA_EMBEDDING_MODEL=embeddinggemma
+
+# AI drafting and experience embeddings use these provider keys.
+OPENROUTER_API_KEY=
+OPENAI_API_KEY=
+OPENAI_BASE_URL=
+
+# Optional: allow the local codex CLI fallback for Experience AI drafting
+# when neither OPENROUTER_API_KEY nor OPENAI_API_KEY is set. Defaults to
+# false so production environments fail fast with NOT_CONFIGURED rather
+# than spawning a CLI at request time. Set to "true" on developer
+# machines without an API key to keep AI drafting available locally.
+EXPERIENCE_AI_ALLOW_CODEX_FALLBACK=false

apps/admin/package.json

@@ -16,7 +16,8 @@
     "db:migrate:dev": "prisma migrate dev",
     "db:migrate:deploy": "prisma migrate deploy",
     "db:studio": "prisma studio",
-    "refresh:core-id-mapping": "tsx src/scripts/refresh-core-id-mapping.ts"
+    "refresh:core-id-mapping": "tsx src/scripts/refresh-core-id-mapping.ts",
+    "index:local-video-embeddings": "tsx src/scripts/index-local-video-candidate-embeddings.ts"
   },
   "dependencies": {
     "@better-auth/prisma-adapter": "1.6.2",

apps/admin/prisma/schema.prisma

@@ -492,7 +492,7 @@ model Video {
   source          SourceTier  @default(CORE)
   slug            String      @unique
   label           VideoLabel?
-  videoSource     VideoSource?
+  videoSource     VideoSource? @map("video_source")
   locked          Boolean     @default(false)
   noIndex         Boolean     @default(false) @map("no_index")
   /// True when AI-generated metadata has been applied to this video.

apps/admin/src/app/dashboard/experiences/[id]/page.tsx

@@ -2,6 +2,7 @@ import type { RevisionStatus } from "@prisma/client"
 import { notFound } from "next/navigation"
 import { revalidatePath } from "next/cache"
 import { ExperienceEditor } from "@/app/dashboard/experiences/experience-editor"
+import { runGenerateDraftAction } from "@/app/dashboard/experiences/generate-draft-action"
 import { loadVideoRows } from "@/app/dashboard/live-data"
 import { requireSession } from "@/auth/session"
 import { prisma } from "@/db/client"
@@ -484,6 +485,30 @@ export default async function ExperienceEditorPage({
     return { ok: true }
   }
 
+  async function generateDraftAction(input: {
+    prompt: string
+    currentTitle: string
+    currentMetaDescription: string
+  }) {
+    "use server"
+
+    const user = await requireSession()
+
+    return runGenerateDraftAction(
+      {
+        prisma,
+        user,
+      },
+      {
+        localeId: selectedLocale.id,
+        locale: selectedLocale.locale,
+        prompt: input.prompt,
+        currentTitle: input.currentTitle,
+        currentMetaDescription: input.currentMetaDescription,
+      },
+    )
+  }
+
   return (
     <div className="flex min-h-[calc(100vh-3rem)] flex-col">
       <ExperienceEditor
@@ -519,6 +544,7 @@ export default async function ExperienceEditorPage({
         publishAction={publishLocaleAction}
         createLocaleAction={createLocaleAction}
         restoreAction={restoreRevisionAction}
+        generateDraftAction={generateDraftAction}
       />
     </div>
   )