feat: integrate learning module

electron/image-workspace/works-square-workspace.ts

@@ -951,22 +951,14 @@ export class WorksSquareDesignWorkspace implements DesignWorkspaceModule {
 
   async confirmGeneration(input: DesignConfirmGenerationInput): Promise<DesignConversation> {
     const agentSessionId = await this.getAgentSessionId(input.workspaceId, input.conversationId);
-    const action = input.finalPrompt === undefined || input.generationParameters === undefined
-      ? {
-          type: 'confirm_generation' as const,
-          quote_id: input.quoteId,
-        }
-      : {
-          type: 'confirm_generation' as const,
-          quote_id: input.quoteId,
-          final_prompt: input.finalPrompt,
-          aspect_ratio: input.generationParameters.aspectRatio,
-          generation_parameters: {
-            model: input.generationParameters.model,
-            resolution: input.generationParameters.resolution,
-            duration_seconds: input.generationParameters.durationSeconds,
-          },
-        };
+    // Prompt and generation parameters are persisted through the quote PATCH
+    // before confirmation. The Agent Runtime confirmation command only owns
+    // the immutable quote id and its aspect-ratio consistency check.
+    const action = {
+      type: 'confirm_generation' as const,
+      quote_id: input.quoteId,
+      aspect_ratio: input.generationParameters?.aspectRatio,
+    };
     return this.executeAgentTurn({
       workspaceId: input.workspaceId,
       conversationId: input.conversationId,