feat: Generation Page AI workflows + AI/Vector modules + exam session fixes

Generation Page (complete rebuild):
- Full production-parity exam generation wizard with 4 IELTS modules
- Reading: AI passage gen, 5 exercise types (MCQ, Fill, Write, T/F, Match)
- Listening: 4 section types, AI context gen, TTS audio gen (ElevenLabs)
- Writing: Task 1/2, AI instruction gen, word limits, marks
- Speaking: 3 parts, AI script gen, avatar video gen (7 avatars)
- Per-module config: timer, CEFR difficulty, access, approval, rubrics
- Exam submission workflow (draft/published)

Exam Structures:
- New encoach.exam.structure model + CRUD controller
- ExamStructuresPage wired to real API

AI Module (encoach_ai):
- OpenAI service, ElevenLabs TTS, AWS Polly, ELAI avatars
- AI settings model with Odoo config parameters
- 7 generation endpoints (passage, exercises, instructions, scripts, context)

Vector Module (encoach_vector):
- pgvector integration for RAG-based content search
- Embedding service with sentence-transformers

Exam Session Fixes:
- Fixed ExamSession.tsx field mapping (question_type→type, exam_title→title)
- Fixed submit payload to include attempt_id and answers
- Fixed normalizeType to handle null/undefined

Tested: 12/12 API tests passed, browser-verified with real OpenAI calls
Made-with: Cursor

src/hooks/queries/useAiCourse.ts

@@ -1,7 +1,10 @@
 import { useMutation, useQuery, useQueryClient } from "@tanstack/react-query";
 import { queryKeys } from "./keys";
-import { aiCourseService } from "@/services/ai-course.service";
-import type { ExaminerReview } from "@/types";
+import {
+  aiCourseService,
+  type AiCourseCreateEnglishRequest,
+  type AiCourseCreateIeltsRequest,
+} from "@/services/ai-course.service";
 
 export function useAiCourse(courseId: number | undefined) {
   return useQuery({
@@ -22,7 +25,7 @@ export function useAiCourseTracks(courseId: number | undefined) {
 export function useCreateEnglishCourse() {
   const qc = useQueryClient();
   return useMutation({
-    mutationFn: (data: { current_level: string; target_level: string; learning_style: string[] }) =>
+    mutationFn: (data: AiCourseCreateEnglishRequest) =>
       aiCourseService.createEnglish(data),
     onSuccess: () => {
       qc.invalidateQueries({ queryKey: ["ai-course"] });
@@ -33,7 +36,7 @@ export function useCreateEnglishCourse() {
 export function useCreateIeltsCourse() {
   const qc = useQueryClient();
   return useMutation({
-    mutationFn: (data: { exam_type: string; target_band: number; skills: string[] }) =>
+    mutationFn: (data: AiCourseCreateIeltsRequest) =>
       aiCourseService.createIelts(data),
     onSuccess: () => {
       qc.invalidateQueries({ queryKey: ["ai-course"] });
@@ -63,8 +66,8 @@ export function useApproveQuality() {
 export function useRejectQuality() {
   const qc = useQueryClient();
   return useMutation({
-    mutationFn: ({ courseId, notes }: { courseId: number; notes: string }) =>
-      aiCourseService.rejectQuality(courseId, notes),
+    mutationFn: ({ courseId, reason }: { courseId: number; reason: string }) =>
+      aiCourseService.rejectQuality(courseId, reason),
     onSuccess: (_d, { courseId }) => {
       qc.invalidateQueries({ queryKey: queryKeys.aiCourse.quality(courseId) });
     },
@@ -89,7 +92,8 @@ export function useIeltsValidation(courseId: number | undefined) {
 export function useSubmitExaminerReview() {
   const qc = useQueryClient();
   return useMutation({
-    mutationFn: (data: ExaminerReview) => aiCourseService.submitExaminerReview(data),
+    mutationFn: (data: { logId: number; action: string; examiner_notes?: string }) =>
+      aiCourseService.submitExaminerReview(data.logId, { action: data.action, examiner_notes: data.examiner_notes }),
     onSuccess: () => {
       qc.invalidateQueries({ queryKey: ["ai-course"] });
     },

src/hooks/queries/useExamSession.ts

@@ -29,6 +29,7 @@ export function useExamAutoSave() {
 
 export function useExamSubmit() {
   return useMutation({
-    mutationFn: (examId: number) => examSessionService.submit(examId),
+    mutationFn: (data: { examId: number; attempt_id: number; answers: { question_id: number; answer: unknown }[] }) =>
+      examSessionService.submit(data.examId, { attempt_id: data.attempt_id, answers: data.answers }),
   });
 }