From b2b6601f541e21fc14f222f2074f957b296e4558 Mon Sep 17 00:00:00 2001
From: "Sven (AAMOS AI)" <sven@wavult.com>
Date: Wed, 5 Aug 2026 23:32:18 +0700
Subject: [PATCH] =?UTF-8?q?Fas=201a=20punkt=203+4:=20worker-h=C3=A4rdning?=
 =?UTF-8?q?=20(DLQ,=20larm,=20multi-instance),=20AAMOS=20training=20export?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 apps/admin/src/App.tsx                        |    3 +
 apps/admin/src/pages/Workers.tsx              |  204 +
 apps/admin/src/styles.css                     |   48 +
 apps/api/src/routes/admin-workers.ts          |   90 +
 apps/api/src/server.ts                        |    2 +
 apps/worker/src/index.ts                      |  134 +-
 apps/worker/src/processors/maintenance.ts     |   49 +-
 .../migrations/0003_low_dreadnoughts.sql      |    1 +
 .../migrations/meta/0003_snapshot.json        | 8797 +++++++++++++++++
 infrastructure/migrations/meta/_journal.json  |    7 +
 packages/ai-contracts/src/mock.ts             |   12 +
 packages/ai-contracts/src/tasks.ts            |   28 +
 packages/database/src/schema/scans.ts         |    1 +
 packages/database/test/release-gates.test.ts  |    4 +-
 packages/shared-types/src/brand.ts            |    7 +
 15 files changed, 9355 insertions(+), 32 deletions(-)
 create mode 100644 apps/admin/src/pages/Workers.tsx
 create mode 100644 apps/api/src/routes/admin-workers.ts
 create mode 100644 infrastructure/migrations/0003_low_dreadnoughts.sql
 create mode 100644 infrastructure/migrations/meta/0003_snapshot.json

diff --git a/apps/admin/src/App.tsx b/apps/admin/src/App.tsx
index a12c32c..d24438a 100644
--- a/apps/admin/src/App.tsx
+++ b/apps/admin/src/App.tsx
@@ -10,6 +10,7 @@ import { SubscriptionsPage } from "./pages/Subscriptions.js";
 import { AuditLogsPage } from "./pages/AuditLogs.js";
 import { AnalyticsPage } from "./pages/Analytics.js";
 import { ReleaseGatesPage } from "./pages/ReleaseGates.js";
+import { WorkersPage } from "./pages/Workers.js";
 
 export function App() {
   const [authed, setAuthed] = useState(hasToken());
@@ -32,6 +33,7 @@ export function App() {
         <NavLink to="/audit">Audit logs</NavLink>
         <NavLink to="/analytics">Analytics</NavLink>
         <NavLink to="/release-gates">Release gates</NavLink>
+        <NavLink to="/workers">Workers</NavLink>
         <button
           onClick={() => {
             setToken(null);
@@ -51,6 +53,7 @@ export function App() {
           <Route path="/audit" element={<AuditLogsPage />} />
           <Route path="/analytics" element={<AnalyticsPage />} />
           <Route path="/release-gates" element={<ReleaseGatesPage />} />
+          <Route path="/workers" element={<WorkersPage />} />
           <Route path="*" element={<Navigate to="/" replace />} />
         </Routes>
       </main>
diff --git a/apps/admin/src/pages/Workers.tsx b/apps/admin/src/pages/Workers.tsx
new file mode 100644
index 0000000..d0fd208
--- /dev/null
+++ b/apps/admin/src/pages/Workers.tsx
@@ -0,0 +1,204 @@
+import { useEffect, useState } from "react";
+import { api } from "../api.js";
+
+interface JobCounts {
+  wait: number;
+  active: number;
+  delayed: number;
+  completed: number;
+  failed: number;
+  paused?: number;
+}
+
+interface WorkerInfo {
+  id: string;
+  addr: string;
+  concurrency: number;
+  lastSeenAt: number;
+}
+
+interface SchedulerInfo {
+  id: string;
+  pattern?: string;
+  every?: number;
+}
+
+interface HealthResponse {
+  ok: boolean;
+  queues: {
+    jobs: JobCounts;
+    deadLetter: JobCounts;
+  };
+  workers: WorkerInfo[];
+  schedulers: SchedulerInfo[];
+}
+
+interface DlqJob {
+  id: string;
+  name: string;
+  data: unknown;
+  failedReason?: string;
+  attemptsMade: number;
+  timestamp: number;
+}
+
+export function WorkersPage() {
+  const [health, setHealth] = useState<HealthResponse | null>(null);
+  const [dlq, setDlq] = useState<DlqJob[]>([]);
+  const [error, setError] = useState<string | null>(null);
+  const [loading, setLoading] = useState(false);
+  const [actionId, setActionId] = useState<string | null>(null);
+
+  const load = async () => {
+    setLoading(true);
+    try {
+      const [h, d] = await Promise.all([
+        api<HealthResponse>("/admin/v1/workers/health"),
+        api<{ jobs: DlqJob[] }>("/admin/v1/workers/dead-letter?limit=50"),
+      ]);
+      setHealth(h);
+      setDlq(d.jobs);
+      setError(null);
+    } catch (e) {
+      setError(String((e as Error).message));
+    } finally {
+      setLoading(false);
+    }
+  };
+
+  useEffect(() => {
+    load();
+    const t = setInterval(load, 10_000);
+    return () => clearInterval(t);
+  }, []);
+
+  const retry = async (id: string) => {
+    setActionId(id);
+    try {
+      await api(`/admin/v1/workers/dead-letter/${id}/retry`, { method: "POST" });
+      await load();
+    } catch (e) {
+      setError(String((e as Error).message));
+    } finally {
+      setActionId(null);
+    }
+  };
+
+  const discard = async (id: string) => {
+    if (!confirm("Ta bort jobbet permanent?")) return;
+    setActionId(id);
+    try {
+      await api(`/admin/v1/workers/dead-letter/${id}/discard`, { method: "POST" });
+      await load();
+    } catch (e) {
+      setError(String((e as Error).message));
+    } finally {
+      setActionId(null);
+    }
+  };
+
+  return (
+    <div className="page">
+      <h2>Workers & köer</h2>
+      {error && <div className="alert err">{error}</div>}
+      {loading && !health && <div>Laddar …</div>}
+
+      {health && (
+        <>
+          <section className="card">
+            <h3>Jobbkö</h3>
+            <div className="metrics">
+              <Metric label="Väntar" value={health.queues.jobs.wait} />
+              <Metric label="Aktiva" value={health.queues.jobs.active} />
+              <Metric label="Fördröjda" value={health.queues.jobs.delayed} />
+              <Metric label="Misslyckade" value={health.queues.jobs.failed} />
+              <Metric label="Klara" value={health.queues.jobs.completed} />
+            </div>
+          </section>
+
+          <section className="card">
+            <h3>Dead letter ({health.queues.deadLetter.wait + health.queues.deadLetter.failed})</h3>
+            {dlq.length === 0 ? (
+              <p>Inga jobb i dead letter.</p>
+            ) : (
+              <table>
+                <thead>
+                  <tr>
+                    <th>Jobb</th>
+                    <th>Fel</th>
+                    <th>Försök</th>
+                    <th>Tid</th>
+                    <th>Åtgärder</th>
+                  </tr>
+                </thead>
+                <tbody>
+                  {dlq.map((job) => (
+                    <tr key={job.id}>
+                      <td>{job.name}</td>
+                      <td className="ellipsis" title={job.failedReason}>
+                        {job.failedReason ?? "–"}
+                      </td>
+                      <td>{job.attemptsMade}</td>
+                      <td>{new Date(job.timestamp).toLocaleString("sv-SE")}</td>
+                      <td>
+                        <button
+                          onClick={() => retry(job.id)}
+                          disabled={actionId === job.id}
+                          className="btn small"
+                        >
+                          Kör igen
+                        </button>{" "}
+                        <button
+                          onClick={() => discard(job.id)}
+                          disabled={actionId === job.id}
+                          className="btn small danger"
+                        >
+                          Kasta
+                        </button>
+                      </td>
+                    </tr>
+                  ))}
+                </tbody>
+              </table>
+            )}
+          </section>
+
+          <section className="card">
+            <h3>Aktiva worker-instanser</h3>
+            {health.workers.length === 0 ? (
+              <p className="err">Inga aktiva workers!</p>
+            ) : (
+              <ul>
+                {health.workers.map((w) => (
+                  <li key={w.id}>
+                    {w.id} @ {w.addr} (concurrency {w.concurrency})
+                  </li>
+                ))}
+              </ul>
+            )}
+          </section>
+
+          <section className="card">
+            <h3>Scheduler</h3>
+            <ul>
+              {health.schedulers.map((s) => (
+                <li key={s.id}>
+                  {s.id}: {s.pattern ?? `every ${s.every}ms`}
+                </li>
+              ))}
+            </ul>
+          </section>
+        </>
+      )}
+    </div>
+  );
+}
+
+function Metric({ label, value }: { label: string; value: number }) {
+  return (
+    <div className="metric">
+      <div className="value">{value}</div>
+      <div className="label">{label}</div>
+    </div>
+  );
+}
diff --git a/apps/admin/src/styles.css b/apps/admin/src/styles.css
index 5c043fa..c5f1dfe 100644
--- a/apps/admin/src/styles.css
+++ b/apps/admin/src/styles.css
@@ -124,3 +124,51 @@ input, select {
 .stat .value { font-size: 1.6rem; font-weight: 700; }
 .stat .label { color: var(--muted); font-size: 0.8rem; }
 .row { display: flex; gap: 0.5rem; align-items: center; flex-wrap: wrap; }
+
+.card {
+  background: var(--panel);
+  border: 1px solid var(--border);
+  border-radius: 12px;
+  padding: 1.25rem;
+  margin-bottom: 1.25rem;
+}
+.card h3 { margin-top: 0; }
+
+.metrics { display: flex; gap: 1rem; flex-wrap: wrap; }
+.metric {
+  background: var(--bg);
+  border: 1px solid var(--border);
+  border-radius: 10px;
+  padding: 0.75rem 1rem;
+  min-width: 90px;
+}
+.metric .value { font-size: 1.4rem; font-weight: 700; }
+.metric .label { color: var(--muted); font-size: 0.8rem; }
+
+.btn {
+  background: var(--brand);
+  color: #fff;
+  border: none;
+  padding: 0.45rem 0.9rem;
+  border-radius: 8px;
+  cursor: pointer;
+  font-size: 0.9rem;
+}
+.btn:hover { background: var(--brand-dark); }
+.btn:disabled { opacity: 0.6; cursor: not-allowed; }
+.btn.small { padding: 0.25rem 0.55rem; font-size: 0.8rem; }
+.btn.danger { background: var(--danger); }
+
+.alert {
+  padding: 0.75rem 1rem;
+  border-radius: 8px;
+  margin-bottom: 1rem;
+}
+.alert.err { background: #fee2e2; color: var(--danger); }
+
+.ellipsis {
+  max-width: 280px;
+  overflow: hidden;
+  text-overflow: ellipsis;
+  white-space: nowrap;
+}
diff --git a/apps/api/src/routes/admin-workers.ts b/apps/api/src/routes/admin-workers.ts
new file mode 100644
index 0000000..2497a01
--- /dev/null
+++ b/apps/api/src/routes/admin-workers.ts
@@ -0,0 +1,90 @@
+import type { FastifyInstance } from "fastify";
+import { DEAD_LETTER_QUEUE_NAME, JOB_QUEUE_NAME } from "@app/shared-types";
+import { Queue, Job } from "bullmq";
+
+interface JobSummary {
+  id: string | undefined;
+  name: string;
+  data: unknown;
+  failedReason: string | undefined;
+  attemptsMade: number;
+  timestamp: number;
+}
+
+export async function adminWorkersRoutes(app: FastifyInstance) {
+  const admin = { preHandler: [app.requireAdmin] };
+  const dlq = new Queue(DEAD_LETTER_QUEUE_NAME, { connection: app.redis });
+
+  app.addHook("onClose", async () => {
+    await dlq.close();
+  });
+
+  app.get("/admin/v1/workers/health", admin, async (_req, reply) => {
+    const queue = new Queue(JOB_QUEUE_NAME, { connection: app.redis });
+    const [jobCounts, dlqCounts, workers, schedulers] = await Promise.all([
+      queue.getJobCounts("wait", "active", "delayed", "completed", "failed"),
+      dlq.getJobCounts("wait", "active", "completed", "failed"),
+      queue.getWorkers(),
+      queue.getJobSchedulers(),
+    ]);
+    await queue.close();
+
+    return reply.send({
+      ok: true,
+      queues: {
+        jobs: jobCounts,
+        deadLetter: dlqCounts,
+      },
+      workers: workers.map((w) => ({
+        id: w.id,
+        addr: w.addr,
+        concurrency: w.concurrency,
+        // eslint-disable-next-line @typescript-eslint/no-explicit-any
+        lastSeenAt: (w as any).ts,
+      })),
+      schedulers: schedulers.map((s) => ({ id: s.id, pattern: s.pattern, every: s.every })),
+    });
+  });
+
+  app.get("/admin/v1/workers/dead-letter", admin, async (req, reply) => {
+    const limit = Math.min(Number((req.query as { limit?: string }).limit ?? 50), 200);
+    const jobs = await dlq.getJobs(["wait", "failed"], 0, limit - 1, true);
+    const summary: JobSummary[] = jobs.map((job) => ({
+      id: job.id,
+      name: job.name,
+      data: job.data,
+      failedReason: job.failedReason,
+      attemptsMade: job.attemptsMade,
+      timestamp: job.timestamp,
+    }));
+    return reply.send({ jobs: summary });
+  });
+
+  app.post("/admin/v1/workers/dead-letter/:id/retry", admin, async (req, reply) => {
+    const { id } = req.params as { id: string };
+    const job = await Job.fromId(dlq, id);
+    if (!job) {
+      return reply.status(404).send({ error: { code: "NOT_FOUND", message: "Jobbet finns inte i dead letter queue." } });
+    }
+
+    const mainQueue = new Queue(JOB_QUEUE_NAME, { connection: app.redis });
+    await mainQueue.add(job.name, job.data, {
+      attempts: 3,
+      backoff: { type: "exponential", delay: 2_000 },
+    });
+    await job.remove();
+    await mainQueue.close();
+
+    return reply.send({ ok: true, message: "Jobbet har lagts tillbaka i kön." });
+  });
+
+  app.post("/admin/v1/workers/dead-letter/:id/discard", admin, async (req, reply) => {
+    const { id } = req.params as { id: string };
+    const job = await Job.fromId(dlq, id);
+    if (!job) {
+      return reply.status(404).send({ error: { code: "NOT_FOUND", message: "Jobbet finns inte i dead letter queue." } });
+    }
+    await job.remove();
+    return reply.send({ ok: true, message: "Jobbet har tagits bort från dead letter queue." });
+  });
+}
diff --git a/apps/api/src/server.ts b/apps/api/src/server.ts
index 7c2d0db..20ae6ef 100644
--- a/apps/api/src/server.ts
+++ b/apps/api/src/server.ts
@@ -23,6 +23,7 @@ import { communityRoutes } from "./routes/community.js";
 import { adminRoutes } from "./routes/admin.js";
 import { adminAnalyticsRoutes } from "./routes/admin-analytics.js";
 import { adminReleaseGateRoutes } from "./routes/admin-release-gates.js";
+import { adminWorkersRoutes } from "./routes/admin-workers.js";
 import { analyticsRoutes } from "./routes/analytics.js";
 
 declare module "fastify" {
@@ -85,6 +86,7 @@ export async function buildServer(config: AppConfig) {
   await app.register(adminRoutes);
   await app.register(adminAnalyticsRoutes);
   await app.register(adminReleaseGateRoutes);
+  await app.register(adminWorkersRoutes);
   await app.register(analyticsRoutes);
 
   return app;
diff --git a/apps/worker/src/index.ts b/apps/worker/src/index.ts
index d603d1d..f723cb3 100644
--- a/apps/worker/src/index.ts
+++ b/apps/worker/src/index.ts
@@ -1,6 +1,7 @@
 import "dotenv/config";
 import { Queue, Worker, type Job } from "bullmq";
 import IORedis from "ioredis";
+import { createServer } from "node:http";
 import { createContext } from "./context.js";
 import { processScanJob } from "./processors/scans.js";
 import { processModerateRecipe } from "./processors/moderation.js";
@@ -17,19 +18,29 @@ import {
   processTrainingExport,
 } from "./processors/maintenance.js";
 
+import {
+  DEAD_LETTER_QUEUE_NAME,
+  JOB_QUEUE_NAME as QUEUE_NAME,
+  WORKER_DEFAULT_ATTEMPTS,
+  WORKER_DEFAULT_BACKOFF_MS,
+} from "@app/shared-types";
+
 /**
- * workern. Konsumerar kön "<slug>-jobs" (spec §50):
- *   App → signed S3 upload → API job → worker → AAMOS → result → app
+ * workern. Konsumerar kön "<slug>-jobs" (spec §50).
  *
- * Jobbnamn = jobbtyp (spec §54). Deterministiska jobb rör aldrig AAMOS;
- * AI-jobb går alltid via de typade kontrakten i @app/ai-contracts.
+ * Flera instanser kan köra samtidigt mot samma Redis- och DB-anslutning
+ * utan kodändring (BullMQ hanterar fördelning). Varje instans exponerar
+ * en liten HTTP-healthcheck så att lastbalansering kan se om den lever.
  */
 
-import { JOB_QUEUE_NAME as QUEUE_NAME } from "@app/shared-types";
 const connection = new IORedis(process.env.REDIS_URL ?? "redis://localhost:6379", {
   maxRetriesPerRequest: null,
 });
 const ctx = createContext();
+const instanceId = process.env.WORKER_INSTANCE_ID ?? `worker-${process.pid}`;
+
+const deadLetterQueue = new Queue(DEAD_LETTER_QUEUE_NAME, { connection });
+const queue = new Queue(QUEUE_NAME, { connection });
 
 const worker = new Worker(
   QUEUE_NAME,
@@ -116,13 +127,48 @@ const worker = new Worker(
   {
     connection,
     concurrency: Number(process.env.WORKER_CONCURRENCY ?? 5),
+    maxStalledCount: 2,
+    stalledInterval: 30_000,
+    limiter: {
+      max: Number(process.env.WORKER_RATE_LIMIT_MAX ?? 60),
+      duration: Number(process.env.WORKER_RATE_LIMIT_DURATION_MS ?? 60_000),
+    },
   },
 );
 
 worker.on("completed", (job) => log(`✓ ${job.name} (${job.id})`));
-worker.on("failed", (job, err) => {
-  console.error(`✗ ${job?.name} (${job?.id}): ${err.message}`);
-  void alertWebhook(`Worker-jobb misslyckades: ${job?.name} (${job?.id}): ${err.message}`);
+worker.on("failed", async (job, err) => {
+  const jobType = (job?.data?.jobType as string) ?? job?.name ?? "unknown";
+  const attempts = job?.opts?.attempts ?? WORKER_DEFAULT_ATTEMPTS;
+  const attemptsMade = job?.attemptsMade ?? 0;
+  console.error(`✗ ${jobType} (${job?.id}): ${err.message} (attempt ${attemptsMade}/${attempts})`);
+
+  if (job && attemptsMade >= attempts) {
+    try {
+      await deadLetterQueue.add(
+        job.name,
+        {
+          ...job.data,
+          _deadLetteredAt: new Date().toISOString(),
+          _instanceId: instanceId,
+          _failureReason: err.message,
+          _failedAt: new Date().toISOString(),
+        },
+        {
+          jobId: `${instanceId}:${job.id}`,
+          removeOnComplete: { age: 30 * 24 * 60 * 60 }, // 30 dagar
+          removeOnFail: { age: 90 * 24 * 60 * 60 }, // 90 dagar
+        },
+      );
+      log(`→ dead letter: ${jobType} (${job.id})`);
+    } catch (dlqErr) {
+      console.error("Kunde inte skriva till dead letter queue:", dlqErr);
+    }
+  }
+
+  await alertWebhook(
+    `Worker-jobb misslyckades: ${jobType} (${job?.id}): ${err.message} (attempt ${attemptsMade}/${attempts})`,
+  );
 });
 
 /** Larm till valfri webhook (Slack/Discord/Teams …) – fire-and-forget. */
@@ -142,50 +188,98 @@ async function alertWebhook(text: string): Promise<void> {
 }
 
 // --- Återkommande jobb via BullMQ Job Schedulers (spec §54) ---
-const queue = new Queue(QUEUE_NAME, { connection });
 async function registerRepeatableJobs() {
+  const baseOpts = {
+    attempts: WORKER_DEFAULT_ATTEMPTS,
+    backoff: { type: "exponential" as const, delay: WORKER_DEFAULT_BACKOFF_MS },
+    removeOnComplete: { count: 100 },
+    removeOnFail: { count: 100 },
+  };
+
   await queue.upsertJobScheduler(
     "scheduler-outbox",
     { every: 30_000 },
-    { name: "PUBLISH_OUTBOX", data: { jobType: "PUBLISH_OUTBOX" } },
+    { name: "PUBLISH_OUTBOX", data: { jobType: "PUBLISH_OUTBOX" }, opts: baseOpts },
   );
   await queue.upsertJobScheduler(
     "scheduler-expiry",
     { pattern: "0 7 * * *", tz: "Europe/Stockholm" },
-    { name: "SEND_EXPIRY_NOTIFICATION", data: { jobType: "SEND_EXPIRY_NOTIFICATION" } },
+    { name: "SEND_EXPIRY_NOTIFICATION", data: { jobType: "SEND_EXPIRY_NOTIFICATION" }, opts: baseOpts },
   );
   await queue.upsertJobScheduler(
     "scheduler-memory",
     { pattern: "30 3 * * *", tz: "Europe/Stockholm" },
-    { name: "UPDATE_USER_MEMORY", data: { jobType: "UPDATE_USER_MEMORY" } },
+    { name: "UPDATE_USER_MEMORY", data: { jobType: "UPDATE_USER_MEMORY" }, opts: baseOpts },
   );
   await queue.upsertJobScheduler(
     "scheduler-subs",
     { pattern: "15 4 * * *", tz: "Europe/Stockholm" },
-    { name: "VERIFY_SUBSCRIPTION", data: { jobType: "VERIFY_SUBSCRIPTION" } },
+    { name: "VERIFY_SUBSCRIPTION", data: { jobType: "VERIFY_SUBSCRIPTION" }, opts: baseOpts },
   );
   await queue.upsertJobScheduler(
     "scheduler-retention",
     { pattern: "45 4 * * *", tz: "Europe/Stockholm" },
-    { name: "RUN_RETENTION", data: { jobType: "RUN_RETENTION" } },
+    { name: "RUN_RETENTION", data: { jobType: "RUN_RETENTION" }, opts: baseOpts },
   );
   await queue.upsertJobScheduler(
     "scheduler-training",
     { pattern: "45 2 * * 0", tz: "Europe/Stockholm" },
-    { name: "BUILD_TRAINING_SAMPLE", data: { jobType: "BUILD_TRAINING_SAMPLE" } },
+    { name: "BUILD_TRAINING_SAMPLE", data: { jobType: "BUILD_TRAINING_SAMPLE" }, opts: baseOpts },
   );
 }
 
-registerRepeatableJobs()
-  .then(() => log("Worker igång. Väntar på jobb …"))
-  .catch((err) => {
-    console.error("Kunde inte registrera återkommande jobb:", err);
+// --- Minimal healthcheck-server så att flera instanser kan övervakas ---
+const healthPort = Number(process.env.WORKER_HEALTH_PORT ?? 4001);
+let processedCount = 0;
+let failedCount = 0;
+worker.on("completed", () => processedCount++);
+worker.on("failed", () => failedCount++);
+
+const healthServer = createServer(async (req, res) => {
+  if (req.url === "/healthz") {
+    const [queueCount, dlqCount, workers] = await Promise.all([
+      queue.getJobCounts("wait", "active", "delayed", "completed", "failed"),
+      deadLetterQueue.getJobCounts("wait", "active", "completed", "failed"),
+      queue.getWorkers(),
+    ]);
+    res.writeHead(200, { "content-type": "application/json" });
+    res.end(
+      JSON.stringify({
+        ok: true,
+        instanceId,
+        uptimeSeconds: Math.floor(process.uptime()),
+        queue: queueCount,
+        deadLetter: dlqCount,
+        activeWorkers: workers.length,
+        processedSinceStart: processedCount,
+        failedSinceStart: failedCount,
+      }),
+    );
+    return;
+  }
+  res.writeHead(404);
+  res.end("not found");
+});
+
+async function start() {
+  await registerRepeatableJobs();
+  log("Worker igång. Väntar på jobb …");
+  healthServer.listen(healthPort, () => {
+    log(`Healthcheck på :${healthPort}`);
   });
+}
+
+start().catch((err) => {
+  console.error("Kunde inte starta worker:", err);
+  process.exit(1);
+});
 
 const shutdown = async () => {
   log("Stänger ner …");
+  healthServer.close();
   await worker.close();
   await queue.close();
+  await deadLetterQueue.close();
   connection.disconnect();
   await ctx.close();
   process.exit(0);
@@ -194,5 +288,5 @@ process.on("SIGTERM", () => void shutdown());
 process.on("SIGINT", () => void shutdown());
 
 function log(msg: string) {
-  console.log(`[worker ${new Date().toISOString()}] ${msg}`);
+  console.log(`[worker ${instanceId} ${new Date().toISOString()}] ${msg}`);
 }
diff --git a/apps/worker/src/processors/maintenance.ts b/apps/worker/src/processors/maintenance.ts
index 570454c..0df3dcd 100644
--- a/apps/worker/src/processors/maintenance.ts
+++ b/apps/worker/src/processors/maintenance.ts
@@ -273,7 +273,7 @@ export async function processMemorySync(ctx: WorkerContext): Promise<number> {
   return updates;
 }
 
-/** BUILD_TRAINING_SAMPLE (spec §33): exportera korrigeringar MED samtycke. */
+/** BUILD_TRAINING_SAMPLE (spec §33): exportera korrigeringar MED samtycke till AAMOS. */
 export async function processTrainingExport(ctx: WorkerContext): Promise<number> {
   const corrections = await ctx.db
     .select()
@@ -281,19 +281,48 @@ export async function processTrainingExport(ctx: WorkerContext): Promise<number>
     .where(isNull(schema.aiCorrections.exportedToTraining))
     .limit(100);
 
-  let exported = 0;
-  for (const correction of corrections) {
-    const snapshot = correction.consentSnapshot as Record<string, string>;
-    // Endast korrigeringar där anonymiserad förbättring var beviljad vid tillfället.
-    if (snapshot.anonymized_improvement !== "granted") continue;
-    // Här skulle exporten till AAMOS training-pipeline ske (avidentifierad).
+  const eligible = corrections.filter((c) => {
+    const snapshot = c.consentSnapshot as Record<string, string>;
+    return snapshot.anonymized_improvement === "granted";
+  });
+
+  if (eligible.length === 0) return 0;
+
+  const result = await ctx.aamos.runTask(
+    "EXPORT_TRAINING_SAMPLE",
+    {
+      marketLocale: "sv-SE",
+      samples: eligible.map((c) => ({
+        taskType: c.taskType,
+        aiOutput: c.aiOutput as Record<string, unknown>,
+        userCorrection: c.userCorrection as Record<string, unknown>,
+        modelVersion: c.modelVersion ?? null,
+        promptVersion: c.promptVersion ?? null,
+      })),
+    },
+    {
+      correlationId: `training-export-${Date.now()}`,
+      consentFlags: {
+        personalization: false,
+        anonymizedImprovement: true,
+        imageTraining: false,
+      },
+    },
+  );
+
+  if (result.status !== "ok" || !result.output) {
+    throw new Error(`AAMOS training export failed: ${result.error ?? "unknown"}`);
+  }
+
+  const batchId = result.output.batchId;
+  for (const correction of eligible) {
     await ctx.db
       .update(schema.aiCorrections)
-      .set({ exportedToTraining: new Date() })
+      .set({ exportedToTraining: new Date(), trainingBatchId: batchId })
       .where(eq(schema.aiCorrections.id, correction.id));
-    exported++;
   }
-  return exported;
+
+  return eligible.length;
 }
 
 /** VERIFY_SUBSCRIPTION: flagga prenumerationer som passerat expiry. */
diff --git a/infrastructure/migrations/0003_low_dreadnoughts.sql b/infrastructure/migrations/0003_low_dreadnoughts.sql
new file mode 100644
index 0000000..0319773
--- /dev/null
+++ b/infrastructure/migrations/0003_low_dreadnoughts.sql
@@ -0,0 +1 @@
+ALTER TABLE "ai_corrections" ADD COLUMN "training_batch_id" text;
\ No newline at end of file
diff --git a/infrastructure/migrations/meta/0003_snapshot.json b/infrastructure/migrations/meta/0003_snapshot.json
new file mode 100644
index 0000000..00da255
--- /dev/null
+++ b/infrastructure/migrations/meta/0003_snapshot.json
@@ -0,0 +1,8797 @@
+{
+  "id": "b39083cb-bff1-4598-ac65-63e27ee32ac4",
+  "prevId": "45aec937-9c42-4891-9701-05a2d80115ef",
+  "version": "7",
+  "dialect": "postgresql",
+  "tables": {
+    "public.admin_totp": {
+      "name": "admin_totp",
+      "schema": "",
+      "columns": {
+        "user_id": {
+          "name": "user_id",
+          "type": "uuid",
+          "primaryKey": true,
+          "notNull": true
+        },
+        "secret_base32": {
+          "name": "secret_base32",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "enabled_at": {
+          "name": "enabled_at",
+          "type": "timestamp with time zone",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "last_used_step": {
+          "name": "last_used_step",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp with time zone",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {},
+      "foreignKeys": {
+        "admin_totp_user_id_users_id_fk": {
+          "name": "admin_totp_user_id_users_id_fk",
+          "tableFrom": "admin_totp",
+          "tableTo": "users",
+          "columnsFrom": [
+            "user_id"
+          ],
+          "columnsTo": [
+            "id"
+          ],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.email_verification_tokens": {
+      "name": "email_verification_tokens",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "uuid",
+          "primaryKey": true,
+          "notNull": true,
+          "default": "gen_random_uuid()"
+        },
+        "user_id": {
+          "name": "user_id",
+          "type": "uuid",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "token_hash": {
+          "name": "token_hash",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "expires_at": {
+          "name": "expires_at",
+          "type": "timestamp with time zone",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "used_at": {
+          "name": "used_at",
+          "type": "timestamp with time zone",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp with time zone",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {
+        "email_verification_tokens_user_idx": {
+          "name": "email_verification_tokens_user_idx",
+          "columns": [
+            {
+              "expression": "user_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "email_verification_tokens_hash_unique": {
+          "name": "email_verification_tokens_hash_unique",
+          "columns": [
+            {
+              "expression": "token_hash",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": true,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
+      "foreignKeys": {
+        "email_verification_tokens_user_id_users_id_fk": {
+          "name": "email_verification_tokens_user_id_users_id_fk",
+          "tableFrom": "email_verification_tokens",
+          "tableTo": "users",
+          "columnsFrom": [
+            "user_id"
+          ],
+          "columnsTo": [
+            "id"
+          ],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.password_reset_tokens": {
+      "name": "password_reset_tokens",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "uuid",
+          "primaryKey": true,
+          "notNull": true,
+          "default": "gen_random_uuid()"
+        },
+        "user_id": {
+          "name": "user_id",
+          "type": "uuid",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "token_hash": {
+          "name": "token_hash",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "expires_at": {
+          "name": "expires_at",
+          "type": "timestamp with time zone",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "used_at": {
+          "name": "used_at",
+          "type": "timestamp with time zone",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp with time zone",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {
+        "password_reset_tokens_user_idx": {
+          "name": "password_reset_tokens_user_idx",
+          "columns": [
+            {
+              "expression": "user_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "password_reset_tokens_hash_unique": {
+          "name": "password_reset_tokens_hash_unique",
+          "columns": [
+            {
+              "expression": "token_hash",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": true,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
+      "foreignKeys": {
+        "password_reset_tokens_user_id_users_id_fk": {
+          "name": "password_reset_tokens_user_id_users_id_fk",
+          "tableFrom": "password_reset_tokens",
+          "tableTo": "users",
+          "columnsFrom": [
+            "user_id"
+          ],
+          "columnsTo": [
+            "id"
+          ],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.refresh_tokens": {
+      "name": "refresh_tokens",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "uuid",
+          "primaryKey": true,
+          "notNull": true,
+          "default": "gen_random_uuid()"
+        },
+        "user_id": {
+          "name": "user_id",
+          "type": "uuid",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "token_hash": {
+          "name": "token_hash",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "family_id": {
+          "name": "family_id",
+          "type": "uuid",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "expires_at": {
+          "name": "expires_at",
+          "type": "timestamp with time zone",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "revoked_at": {
+          "name": "revoked_at",
+          "type": "timestamp with time zone",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "replaced_by_token_id": {
+          "name": "replaced_by_token_id",
+          "type": "uuid",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "user_agent": {
+          "name": "user_agent",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "ip": {
+          "name": "ip",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp with time zone",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {
+        "refresh_tokens_user_idx": {
+          "name": "refresh_tokens_user_idx",
+          "columns": [
+            {
+              "expression": "user_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "refresh_tokens_hash_unique": {
+          "name": "refresh_tokens_hash_unique",
+          "columns": [
+            {
+              "expression": "token_hash",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": true,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
+      "foreignKeys": {
+        "refresh_tokens_user_id_users_id_fk": {
+          "name": "refresh_tokens_user_id_users_id_fk",
+          "tableFrom": "refresh_tokens",
+          "tableTo": "users",
+          "columnsFrom": [
+            "user_id"
+          ],
+          "columnsTo": [
+            "id"
+          ],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.user_consents": {
+      "name": "user_consents",
+      "schema": "",
+      "columns": {
+        "user_id": {
+          "name": "user_id",
+          "type": "uuid",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "kind": {
+          "name": "kind",
+          "type": "consent_kind",
+          "typeSchema": "public",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "status": {
+          "name": "status",
+          "type": "consent_status",
+          "typeSchema": "public",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "granted_at": {
+          "name": "granted_at",
+          "type": "timestamp with time zone",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "revoked_at": {
+          "name": "revoked_at",
+          "type": "timestamp with time zone",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "updated_at": {
+          "name": "updated_at",
+          "type": "timestamp with time zone",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {},
+      "foreignKeys": {
+        "user_consents_user_id_users_id_fk": {
+          "name": "user_consents_user_id_users_id_fk",
+          "tableFrom": "user_consents",
+          "tableTo": "users",
+          "columnsFrom": [
+            "user_id"
+          ],
+          "columnsTo": [
+            "id"
+          ],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {
+        "user_consents_user_id_kind_pk": {
+          "name": "user_consents_user_id_kind_pk",
+          "columns": [
+            "user_id",
+            "kind"
+          ]
+        }
+      },
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.user_credentials": {
+      "name": "user_credentials",
+      "schema": "",
+      "columns": {
+        "user_id": {
+          "name": "user_id",
+          "type": "uuid",
+          "primaryKey": true,
+          "notNull": true
+        },
+        "password_hash": {
+          "name": "password_hash",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "password_updated_at": {
+          "name": "password_updated_at",
+          "type": "timestamp with time zone",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {},
+      "foreignKeys": {
+        "user_credentials_user_id_users_id_fk": {
+          "name": "user_credentials_user_id_users_id_fk",
+          "tableFrom": "user_credentials",
+          "tableTo": "users",
+          "columnsFrom": [
+            "user_id"
+          ],
+          "columnsTo": [
+            "id"
+          ],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.user_health_profiles": {
+      "name": "user_health_profiles",
+      "schema": "",
+      "columns": {
+        "user_id": {
+          "name": "user_id",
+          "type": "uuid",
+          "primaryKey": true,
+          "notNull": true
+        },
+        "birth_year": {
+          "name": "birth_year",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "sex": {
+          "name": "sex",
+          "type": "sex",
+          "typeSchema": "public",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "height_cm": {
+          "name": "height_cm",
+          "type": "double precision",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "weight_kg": {
+          "name": "weight_kg",
+          "type": "double precision",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "target_weight_kg": {
+          "name": "target_weight_kg",
+          "type": "double precision",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "activity_level": {
+          "name": "activity_level",
+          "type": "activity_level",
+          "typeSchema": "public",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'moderate'"
+        },
+        "training_sessions_per_week": {
+          "name": "training_sessions_per_week",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "training_types": {
+          "name": "training_types",
+          "type": "text[]",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'{}'"
+        },
+        "updated_at": {
+          "name": "updated_at",
+          "type": "timestamp with time zone",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {},
+      "foreignKeys": {
+        "user_health_profiles_user_id_users_id_fk": {
+          "name": "user_health_profiles_user_id_users_id_fk",
+          "tableFrom": "user_health_profiles",
+          "tableTo": "users",
+          "columnsFrom": [
+            "user_id"
+          ],
+          "columnsTo": [
+            "id"
+          ],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.user_preferences": {
+      "name": "user_preferences",
+      "schema": "",
+      "columns": {
+        "user_id": {
+          "name": "user_id",
+          "type": "uuid",
+          "primaryKey": true,
+          "notNull": true
+        },
+        "primary_goal": {
+          "name": "primary_goal",
+          "type": "goal_type",
+          "typeSchema": "public",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "goals": {
+          "name": "goals",
+          "type": "goal_type[]",
+          "typeSchema": "public",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'{}'"
+        },
+        "diet_pattern": {
+          "name": "diet_pattern",
+          "type": "diet_pattern",
+          "typeSchema": "public",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'omnivore'"
+        },
+        "religious_rule": {
+          "name": "religious_rule",
+          "type": "religious_rule",
+          "typeSchema": "public",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'none'"
+        },
+        "allergens": {
+          "name": "allergens",
+          "type": "allergen[]",
+          "typeSchema": "public",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'{}'"
+        },
+        "intolerances": {
+          "name": "intolerances",
+          "type": "text[]",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'{}'"
+        },
+        "avoid_ingredient_ids": {
+          "name": "avoid_ingredient_ids",
+          "type": "text[]",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'{}'"
+        },
+        "favorite_cuisines": {
+          "name": "favorite_cuisines",
+          "type": "cuisine[]",
+          "typeSchema": "public",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'{}'"
+        },
+        "disliked_dishes": {
+          "name": "disliked_dishes",
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+        },
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+          "default": "'sv-SE'"
+        },
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+          "default": "'SE'"
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+          "default": "'Europe/Stockholm'"
+        },
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+          "notNull": true,
+          "default": "'METRIC'"
+        },
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+          "type": "temperature_unit",
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+          "notNull": true,
+          "default": "'CELSIUS'"
+        },
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+          "default": "'SEK'"
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+          "default": 1
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+          "default": "now()"
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+          "default": "'member'"
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+        },
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+        },
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+          "default": "'SEK'"
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+          "default": "now()"
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+          "default": "now()"
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+          "type": "uuid",
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+        },
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+          "type": "storage_location_type",
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+        },
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+          "type": "text",
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+        },
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+          "name": "sublocations",
+          "type": "text[]",
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+          "notNull": true,
+          "default": "'{}'"
+        },
+        "sort_order": {
+          "name": "sort_order",
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+          "notNull": true,
+          "default": 0
+        },
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+          "notNull": true,
+          "default": "now()"
+        }
+      },
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+          "tableTo": "households",
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+          ],
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+          ],
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+      "policies": {},
+      "checkConstraints": {},
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+    },
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+      "name": "canonical_ingredients",
+      "schema": "",
+      "columns": {
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+          "name": "id",
+          "type": "text",
+          "primaryKey": true,
+          "notNull": true
+        },
+        "name_sv": {
+          "name": "name_sv",
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+          "notNull": true
+        },
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+          "name": "name_en",
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+        },
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+          "name": "aliases",
+          "type": "text[]",
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+          "default": "'{}'"
+        },
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+          "type": "unit",
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+          "notNull": true
+        },
+        "density_g_per_ml": {
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+          "type": "double precision",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "grams_per_piece": {
+          "name": "grams_per_piece",
+          "type": "double precision",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "allergens": {
+          "name": "allergens",
+          "type": "allergen[]",
+          "typeSchema": "public",
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+          "notNull": true,
+          "default": "'{}'"
+        },
+        "is_vegan": {
+          "name": "is_vegan",
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+          "primaryKey": false,
+          "notNull": true,
+          "default": false
+        },
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+          "notNull": true,
+          "default": false
+        },
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+          "name": "contains_gluten",
+          "type": "boolean",
+          "primaryKey": false,
+          "notNull": true,
+          "default": false
+        },
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+          "type": "boolean",
+          "primaryKey": false,
+          "notNull": true,
+          "default": false
+        },
+        "is_pork": {
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+          "type": "boolean",
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+          "notNull": true,
+          "default": false
+        },
+        "is_beef": {
+          "name": "is_beef",
+          "type": "boolean",
+          "primaryKey": false,
+          "notNull": true,
+          "default": false
+        },
+        "is_alcohol": {
+          "name": "is_alcohol",
+          "type": "boolean",
+          "primaryKey": false,
+          "notNull": true,
+          "default": false
+        },
+        "nutrition_per_100": {
+          "name": "nutrition_per_100",
+          "type": "jsonb",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "nutrition_provenance": {
+          "name": "nutrition_provenance",
+          "type": "jsonb",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "peak_seasons": {
+          "name": "peak_seasons",
+          "type": "text[]",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'{}'"
+        },
+        "shelf_life_guidance": {
+          "name": "shelf_life_guidance",
+          "type": "jsonb",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "default_price_minor_per_kg": {
+          "name": "default_price_minor_per_kg",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp with time zone",
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+          "notNull": true,
+          "default": "now()"
+        },
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+          "type": "timestamp with time zone",
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+          "notNull": true,
+          "default": "now()"
+        }
+      },
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+              "asc": true,
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+        }
+      },
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+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.substitutions": {
+      "name": "substitutions",
+      "schema": "",
+      "columns": {
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+          "name": "id",
+          "type": "text",
+          "primaryKey": true,
+          "notNull": true
+        },
+        "from_ingredient_id": {
+          "name": "from_ingredient_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "to_ingredient_id": {
+          "name": "to_ingredient_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "ratio": {
+          "name": "ratio",
+          "type": "double precision",
+          "primaryKey": false,
+          "notNull": true,
+          "default": 1
+        },
+        "instructions_sv": {
+          "name": "instructions_sv",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "best_for": {
+          "name": "best_for",
+          "type": "text[]",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'{}'"
+        },
+        "not_recommended_for": {
+          "name": "not_recommended_for",
+          "type": "text[]",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'{}'"
+        },
+        "flavor_impact_sv": {
+          "name": "flavor_impact_sv",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "texture_impact_sv": {
+          "name": "texture_impact_sv",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "priority": {
+          "name": "priority",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true,
+          "default": 0
+        }
+      },
+      "indexes": {
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+          "name": "substitutions_from_idx",
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+              "expression": "from_ingredient_id",
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+              "nulls": "last"
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+          "concurrently": false,
+          "method": "btree",
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+        },
+        "substitutions_pair_unique": {
+          "name": "substitutions_pair_unique",
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+              "expression": "from_ingredient_id",
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+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "to_ingredient_id",
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+              "asc": true,
+              "nulls": "last"
+            }
+          ],
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+          "method": "btree",
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+        }
+      },
+      "foreignKeys": {
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+          "tableTo": "canonical_ingredients",
+          "columnsFrom": [
+            "from_ingredient_id"
+          ],
+          "columnsTo": [
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+          ],
+          "onDelete": "no action",
+          "onUpdate": "no action"
+        },
+        "substitutions_to_ingredient_id_canonical_ingredients_id_fk": {
+          "name": "substitutions_to_ingredient_id_canonical_ingredients_id_fk",
+          "tableFrom": "substitutions",
+          "tableTo": "canonical_ingredients",
+          "columnsFrom": [
+            "to_ingredient_id"
+          ],
+          "columnsTo": [
+            "id"
+          ],
+          "onDelete": "no action",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.products": {
+      "name": "products",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "uuid",
+          "primaryKey": true,
+          "notNull": true,
+          "default": "gen_random_uuid()"
+        },
+        "gtin": {
+          "name": "gtin",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "name": {
+          "name": "name",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "brand": {
+          "name": "brand",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "canonical_ingredient_id": {
+          "name": "canonical_ingredient_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "package_size_value": {
+          "name": "package_size_value",
+          "type": "double precision",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "package_size_unit": {
+          "name": "package_size_unit",
+          "type": "unit",
+          "typeSchema": "public",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "ingredients_text": {
+          "name": "ingredients_text",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "allergens": {
+          "name": "allergens",
+          "type": "allergen[]",
+          "typeSchema": "public",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'{}'"
+        },
+        "may_contain_allergens": {
+          "name": "may_contain_allergens",
+          "type": "allergen[]",
+          "typeSchema": "public",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'{}'"
+        },
+        "nutrition": {
+          "name": "nutrition",
+          "type": "jsonb",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "image_urls": {
+          "name": "image_urls",
+          "type": "text[]",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'{}'"
+        },
+        "language": {
+          "name": "language",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'sv'"
+        },
+        "market": {
+          "name": "market",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'SE'"
+        },
+        "data_source": {
+          "name": "data_source",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "verification_status": {
+          "name": "verification_status",
+          "type": "verification_status",
+          "typeSchema": "public",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'unverified'"
+        },
+        "version": {
+          "name": "version",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true,
+          "default": 1
+        },
+        "valid_from": {
+          "name": "valid_from",
+          "type": "timestamp with time zone",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        },
+        "valid_to": {
+          "name": "valid_to",
+          "type": "timestamp with time zone",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "created_by_user_id": {
+          "name": "created_by_user_id",
+          "type": "uuid",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp with time zone",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        },
+        "updated_at": {
+          "name": "updated_at",
+          "type": "timestamp with time zone",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {
+        "products_gtin_version_unique": {
+          "name": "products_gtin_version_unique",
+          "columns": [
+            {
+              "expression": "gtin",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "version",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": true,
+          "where": "\"products\".\"gtin\" IS NOT NULL",
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "products_gtin_current_idx": {
+          "name": "products_gtin_current_idx",
+          "columns": [
+            {
+              "expression": "gtin",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "where": "\"products\".\"valid_to\" IS NULL",
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "products_canonical_idx": {
+          "name": "products_canonical_idx",
+          "columns": [
+            {
+              "expression": "canonical_ingredient_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
+      "foreignKeys": {
+        "products_canonical_ingredient_id_canonical_ingredients_id_fk": {
+          "name": "products_canonical_ingredient_id_canonical_ingredients_id_fk",
+          "tableFrom": "products",
+          "tableTo": "canonical_ingredients",
+          "columnsFrom": [
+            "canonical_ingredient_id"
+          ],
+          "columnsTo": [
+            "id"
+          ],
+          "onDelete": "no action",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.inventory_items": {
+      "name": "inventory_items",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "uuid",
+          "primaryKey": true,
+          "notNull": true,
+          "default": "gen_random_uuid()"
+        },
+        "household_id": {
+          "name": "household_id",
+          "type": "uuid",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "canonical_ingredient_id": {
+          "name": "canonical_ingredient_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "product_id": {
+          "name": "product_id",
+          "type": "uuid",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "display_name": {
+          "name": "display_name",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "brand": {
+          "name": "brand",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "quantity": {
+          "name": "quantity",
+          "type": "double precision",
+          "primaryKey": false,
+          "notNull": true,
+          "default": 0
+        },
+        "unit": {
+          "name": "unit",
+          "type": "unit",
+          "typeSchema": "public",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "storage_location_id": {
+          "name": "storage_location_id",
+          "type": "uuid",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "sublocation": {
+          "name": "sublocation",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "purchased_at": {
+          "name": "purchased_at",
+          "type": "date",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "opened_at": {
+          "name": "opened_at",
+          "type": "date",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "best_before_date": {
+          "name": "best_before_date",
+          "type": "date",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "use_by_date": {
+          "name": "use_by_date",
+          "type": "date",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "date_kind": {
+          "name": "date_kind",
+          "type": "date_kind",
+          "typeSchema": "public",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "frozen_at": {
+          "name": "frozen_at",
+          "type": "date",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "thawed_at": {
+          "name": "thawed_at",
+          "type": "date",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "price_minor": {
+          "name": "price_minor",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "nutrition_per_100": {
+          "name": "nutrition_per_100",
+          "type": "jsonb",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "source": {
+          "name": "source",
+          "type": "inventory_source",
+          "typeSchema": "public",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "confidence": {
+          "name": "confidence",
+          "type": "double precision",
+          "primaryKey": false,
+          "notNull": true,
+          "default": 1
+        },
+        "verified_by_user": {
+          "name": "verified_by_user",
+          "type": "boolean",
+          "primaryKey": false,
+          "notNull": true,
+          "default": false
+        },
+        "last_verified_at": {
+          "name": "last_verified_at",
+          "type": "timestamp with time zone",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "expiry_status": {
+          "name": "expiry_status",
+          "type": "expiry_status",
+          "typeSchema": "public",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'unknown'"
+        },
+        "depleted_at": {
+          "name": "depleted_at",
+          "type": "timestamp with time zone",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "model_version": {
+          "name": "model_version",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "prompt_version": {
+          "name": "prompt_version",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp with time zone",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        },
+        "updated_at": {
+          "name": "updated_at",
+          "type": "timestamp with time zone",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {
+        "inventory_items_household_idx": {
+          "name": "inventory_items_household_idx",
+          "columns": [
+            {
+              "expression": "household_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "inventory_items_household_bb_idx": {
+          "name": "inventory_items_household_bb_idx",
+          "columns": [
+            {
+              "expression": "household_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "best_before_date",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "inventory_items_location_idx": {
+          "name": "inventory_items_location_idx",
+          "columns": [
+            {
+              "expression": "storage_location_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "inventory_items_canonical_idx": {
+          "name": "inventory_items_canonical_idx",
+          "columns": [
+            {
+              "expression": "canonical_ingredient_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
+      "foreignKeys": {
+        "inventory_items_household_id_households_id_fk": {
+          "name": "inventory_items_household_id_households_id_fk",
+          "tableFrom": "inventory_items",
+          "tableTo": "households",
+          "columnsFrom": [
+            "household_id"
+          ],
+          "columnsTo": [
+            "id"
+          ],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "inventory_items_canonical_ingredient_id_canonical_ingredients_id_fk": {
+          "name": "inventory_items_canonical_ingredient_id_canonical_ingredients_id_fk",
+          "tableFrom": "inventory_items",
+          "tableTo": "canonical_ingredients",
+          "columnsFrom": [
+            "canonical_ingredient_id"
+          ],
+          "columnsTo": [
+            "id"
+          ],
+          "onDelete": "no action",
+          "onUpdate": "no action"
+        },
+        "inventory_items_product_id_products_id_fk": {
+          "name": "inventory_items_product_id_products_id_fk",
+          "tableFrom": "inventory_items",
+          "tableTo": "products",
+          "columnsFrom": [
+            "product_id"
+          ],
+          "columnsTo": [
+            "id"
+          ],
+          "onDelete": "no action",
+          "onUpdate": "no action"
+        },
+        "inventory_items_storage_location_id_storage_locations_id_fk": {
+          "name": "inventory_items_storage_location_id_storage_locations_id_fk",
+          "tableFrom": "inventory_items",
+          "tableTo": "storage_locations",
+          "columnsFrom": [
+            "storage_location_id"
+          ],
+          "columnsTo": [
+            "id"
+          ],
+          "onDelete": "no action",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.inventory_transactions": {
+      "name": "inventory_transactions",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "uuid",
+          "primaryKey": true,
+          "notNull": true,
+          "default": "gen_random_uuid()"
+        },
+        "household_id": {
+          "name": "household_id",
+          "type": "uuid",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "inventory_item_id": {
+          "name": "inventory_item_id",
+          "type": "uuid",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "type": {
+          "name": "type",
+          "type": "inventory_transaction_type",
+          "typeSchema": "public",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "quantity_delta": {
+          "name": "quantity_delta",
+          "type": "double precision",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "unit": {
+          "name": "unit",
+          "type": "unit",
+          "typeSchema": "public",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "ref_type": {
+          "name": "ref_type",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "ref_id": {
+          "name": "ref_id",
+          "type": "uuid",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "actor_user_id": {
+          "name": "actor_user_id",
+          "type": "uuid",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "note": {
+          "name": "note",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "value_minor": {
+          "name": "value_minor",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp with time zone",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {
+        "inventory_tx_item_idx": {
+          "name": "inventory_tx_item_idx",
+          "columns": [
+            {
+              "expression": "inventory_item_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "inventory_tx_household_time_idx": {
+          "name": "inventory_tx_household_time_idx",
+          "columns": [
+            {
+              "expression": "household_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "created_at",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "inventory_tx_type_idx": {
+          "name": "inventory_tx_type_idx",
+          "columns": [
+            {
+              "expression": "type",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
+      "foreignKeys": {
+        "inventory_transactions_household_id_households_id_fk": {
+          "name": "inventory_transactions_household_id_households_id_fk",
+          "tableFrom": "inventory_transactions",
+          "tableTo": "households",
+          "columnsFrom": [
+            "household_id"
+          ],
+          "columnsTo": [
+            "id"
+          ],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "inventory_transactions_inventory_item_id_inventory_items_id_fk": {
+          "name": "inventory_transactions_inventory_item_id_inventory_items_id_fk",
+          "tableFrom": "inventory_transactions",
+          "tableTo": "inventory_items",
+          "columnsFrom": [
+            "inventory_item_id"
+          ],
+          "columnsTo": [
+            "id"
+          ],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "inventory_transactions_actor_user_id_users_id_fk": {
+          "name": "inventory_transactions_actor_user_id_users_id_fk",
+          "tableFrom": "inventory_transactions",
+          "tableTo": "users",
+          "columnsFrom": [
+            "actor_user_id"
+          ],
+          "columnsTo": [
+            "id"
+          ],
+          "onDelete": "set null",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.recipe_cooks": {
+      "name": "recipe_cooks",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "uuid",
+          "primaryKey": true,
+          "notNull": true,
+          "default": "gen_random_uuid()"
+        },
+        "recipe_id": {
+          "name": "recipe_id",
+          "type": "uuid",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "user_id": {
+          "name": "user_id",
+          "type": "uuid",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "household_id": {
+          "name": "household_id",
+          "type": "uuid",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "portions_cooked": {
+          "name": "portions_cooked",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "cooked_at": {
+          "name": "cooked_at",
+          "type": "timestamp with time zone",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {
+        "recipe_cooks_recipe_idx": {
+          "name": "recipe_cooks_recipe_idx",
+          "columns": [
+            {
+              "expression": "recipe_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "recipe_cooks_user_idx": {
+          "name": "recipe_cooks_user_idx",
+          "columns": [
+            {
+              "expression": "user_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
+      "foreignKeys": {
+        "recipe_cooks_recipe_id_recipes_id_fk": {
+          "name": "recipe_cooks_recipe_id_recipes_id_fk",
+          "tableFrom": "recipe_cooks",
+          "tableTo": "recipes",
+          "columnsFrom": [
+            "recipe_id"
+          ],
+          "columnsTo": [
+            "id"
+          ],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "recipe_cooks_user_id_users_id_fk": {
+          "name": "recipe_cooks_user_id_users_id_fk",
+          "tableFrom": "recipe_cooks",
+          "tableTo": "users",
+          "columnsFrom": [
+            "user_id"
+          ],
+          "columnsTo": [
+            "id"
+          ],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.recipe_favorites": {
+      "name": "recipe_favorites",
+      "schema": "",
+      "columns": {
+        "recipe_id": {
+          "name": "recipe_id",
+          "type": "uuid",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "user_id": {
+          "name": "user_id",
+          "type": "uuid",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp with time zone",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {
+        "recipe_favorites_user_idx": {
+          "name": "recipe_favorites_user_idx",
+          "columns": [
+            {
+              "expression": "user_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
+      "foreignKeys": {
+        "recipe_favorites_recipe_id_recipes_id_fk": {
+          "name": "recipe_favorites_recipe_id_recipes_id_fk",
+          "tableFrom": "recipe_favorites",
+          "tableTo": "recipes",
+          "columnsFrom": [
+            "recipe_id"
+          ],
+          "columnsTo": [
+            "id"
+          ],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "recipe_favorites_user_id_users_id_fk": {
+          "name": "recipe_favorites_user_id_users_id_fk",
+          "tableFrom": "recipe_favorites",
+          "tableTo": "users",
+          "columnsFrom": [
+            "user_id"
+          ],
+          "columnsTo": [
+            "id"
+          ],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {
+        "recipe_favorites_recipe_id_user_id_pk": {
+          "name": "recipe_favorites_recipe_id_user_id_pk",
+          "columns": [
+            "recipe_id",
+            "user_id"
+          ]
+        }
+      },
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.recipe_ingredients": {
+      "name": "recipe_ingredients",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "uuid",
+          "primaryKey": true,
+          "notNull": true,
+          "default": "gen_random_uuid()"
+        },
+        "recipe_id": {
+          "name": "recipe_id",
+          "type": "uuid",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "canonical_ingredient_id": {
+          "name": "canonical_ingredient_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "display_name_sv": {
+          "name": "display_name_sv",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "quantity": {
+          "name": "quantity",
+          "type": "double precision",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "unit": {
+          "name": "unit",
+          "type": "unit",
+          "typeSchema": "public",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "note": {
+          "name": "note",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "optional": {
+          "name": "optional",
+          "type": "boolean",
+          "primaryKey": false,
+          "notNull": true,
+          "default": false
+        },
+        "group_name": {
+          "name": "group_name",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "sort_order": {
+          "name": "sort_order",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true,
+          "default": 0
+        }
+      },
+      "indexes": {
+        "recipe_ingredients_recipe_idx": {
+          "name": "recipe_ingredients_recipe_idx",
+          "columns": [
+            {
+              "expression": "recipe_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "recipe_ingredients_canonical_idx": {
+          "name": "recipe_ingredients_canonical_idx",
+          "columns": [
+            {
+              "expression": "canonical_ingredient_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
+      "foreignKeys": {
+        "recipe_ingredients_recipe_id_recipes_id_fk": {
+          "name": "recipe_ingredients_recipe_id_recipes_id_fk",
+          "tableFrom": "recipe_ingredients",
+          "tableTo": "recipes",
+          "columnsFrom": [
+            "recipe_id"
+          ],
+          "columnsTo": [
+            "id"
+          ],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "recipe_ingredients_canonical_ingredient_id_canonical_ingredients_id_fk": {
+          "name": "recipe_ingredients_canonical_ingredient_id_canonical_ingredients_id_fk",
+          "tableFrom": "recipe_ingredients",
+          "tableTo": "canonical_ingredients",
+          "columnsFrom": [
+            "canonical_ingredient_id"
+          ],
+          "columnsTo": [
+            "id"
+          ],
+          "onDelete": "no action",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.recipe_ratings": {
+      "name": "recipe_ratings",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "uuid",
+          "primaryKey": true,
+          "notNull": true,
+          "default": "gen_random_uuid()"
+        },
+        "recipe_id": {
+          "name": "recipe_id",
+          "type": "uuid",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "user_id": {
+          "name": "user_id",
+          "type": "uuid",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "stars": {
+          "name": "stars",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "feedback_tags": {
+          "name": "feedback_tags",
+          "type": "text[]",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'{}'"
+        },
+        "comment": {
+          "name": "comment",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp with time zone",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        },
+        "updated_at": {
+          "name": "updated_at",
+          "type": "timestamp with time zone",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {
+        "recipe_ratings_user_recipe_unique": {
+          "name": "recipe_ratings_user_recipe_unique",
+          "columns": [
+            {
+              "expression": "recipe_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "user_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": true,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "recipe_ratings_recipe_idx": {
+          "name": "recipe_ratings_recipe_idx",
+          "columns": [
+            {
+              "expression": "recipe_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
+      "foreignKeys": {
+        "recipe_ratings_recipe_id_recipes_id_fk": {
+          "name": "recipe_ratings_recipe_id_recipes_id_fk",
+          "tableFrom": "recipe_ratings",
+          "tableTo": "recipes",
+          "columnsFrom": [
+            "recipe_id"
+          ],
+          "columnsTo": [
+            "id"
+          ],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "recipe_ratings_user_id_users_id_fk": {
+          "name": "recipe_ratings_user_id_users_id_fk",
+          "tableFrom": "recipe_ratings",
+          "tableTo": "users",
+          "columnsFrom": [
+            "user_id"
+          ],
+          "columnsTo": [
+            "id"
+          ],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.recipe_similarities": {
+      "name": "recipe_similarities",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "uuid",
+          "primaryKey": true,
+          "notNull": true,
+          "default": "gen_random_uuid()"
+        },
+        "recipe_a_id": {
+          "name": "recipe_a_id",
+          "type": "uuid",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "recipe_b_id": {
+          "name": "recipe_b_id",
+          "type": "uuid",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "similarity_score": {
+          "name": "similarity_score",
+          "type": "double precision",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "classification": {
+          "name": "classification",
+          "type": "recipe_similarity_class",
+          "typeSchema": "public",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "details": {
+          "name": "details",
+          "type": "jsonb",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp with time zone",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {
+        "recipe_similarities_pair_unique": {
+          "name": "recipe_similarities_pair_unique",
+          "columns": [
+            {
+              "expression": "recipe_a_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "recipe_b_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": true,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
+      "foreignKeys": {
+        "recipe_similarities_recipe_a_id_recipes_id_fk": {
+          "name": "recipe_similarities_recipe_a_id_recipes_id_fk",
+          "tableFrom": "recipe_similarities",
+          "tableTo": "recipes",
+          "columnsFrom": [
+            "recipe_a_id"
+          ],
+          "columnsTo": [
+            "id"
+          ],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "recipe_similarities_recipe_b_id_recipes_id_fk": {
+          "name": "recipe_similarities_recipe_b_id_recipes_id_fk",
+          "tableFrom": "recipe_similarities",
+          "tableTo": "recipes",
+          "columnsFrom": [
+            "recipe_b_id"
+          ],
+          "columnsTo": [
+            "id"
+          ],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.recipe_source_registry": {
+      "name": "recipe_source_registry",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "uuid",
+          "primaryKey": true,
+          "notNull": true,
+          "default": "gen_random_uuid()"
+        },
+        "source_name": {
+          "name": "source_name",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "license": {
+          "name": "license",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "right_to_store": {
+          "name": "right_to_store",
+          "type": "boolean",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "right_to_modify": {
+          "name": "right_to_modify",
+          "type": "boolean",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "right_to_display": {
+          "name": "right_to_display",
+          "type": "boolean",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "attribution_required": {
+          "name": "attribution_required",
+          "type": "boolean",
+          "primaryKey": false,
+          "notNull": true,
+          "default": false
+        },
+        "attribution_text": {
+          "name": "attribution_text",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "commercial_use": {
+          "name": "commercial_use",
+          "type": "boolean",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "valid_from": {
+          "name": "valid_from",
+          "type": "timestamp with time zone",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        },
+        "valid_to": {
+          "name": "valid_to",
+          "type": "timestamp with time zone",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "notes": {
+          "name": "notes",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp with time zone",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {},
+      "foreignKeys": {},
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.recipe_steps": {
+      "name": "recipe_steps",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "uuid",
+          "primaryKey": true,
+          "notNull": true,
+          "default": "gen_random_uuid()"
+        },
+        "recipe_id": {
+          "name": "recipe_id",
+          "type": "uuid",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "step_number": {
+          "name": "step_number",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "instruction_sv": {
+          "name": "instruction_sv",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "timer_seconds": {
+          "name": "timer_seconds",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "temperature_c": {
+          "name": "temperature_c",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "tip": {
+          "name": "tip",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        }
+      },
+      "indexes": {
+        "recipe_steps_recipe_idx": {
+          "name": "recipe_steps_recipe_idx",
+          "columns": [
+            {
+              "expression": "recipe_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "recipe_steps_recipe_step_unique": {
+          "name": "recipe_steps_recipe_step_unique",
+          "columns": [
+            {
+              "expression": "recipe_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "step_number",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": true,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
+      "foreignKeys": {
+        "recipe_steps_recipe_id_recipes_id_fk": {
+          "name": "recipe_steps_recipe_id_recipes_id_fk",
+          "tableFrom": "recipe_steps",
+          "tableTo": "recipes",
+          "columnsFrom": [
+            "recipe_id"
+          ],
+          "columnsTo": [
+            "id"
+          ],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.recipes": {
+      "name": "recipes",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "uuid",
+          "primaryKey": true,
+          "notNull": true,
+          "default": "gen_random_uuid()"
+        },
+        "slug": {
+          "name": "slug",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "title_sv": {
+          "name": "title_sv",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "description_sv": {
+          "name": "description_sv",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "''"
+        },
+        "country": {
+          "name": "country",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "region": {
+          "name": "region",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "cuisine": {
+          "name": "cuisine",
+          "type": "cuisine",
+          "typeSchema": "public",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "meal_types": {
+          "name": "meal_types",
+          "type": "meal_type[]",
+          "typeSchema": "public",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'{}'"
+        },
+        "tags": {
+          "name": "tags",
+          "type": "text[]",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'{}'"
+        },
+        "methods": {
+          "name": "methods",
+          "type": "text[]",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'{}'"
+        },
+        "equipment": {
+          "name": "equipment",
+          "type": "text[]",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'{}'"
+        },
+        "difficulty": {
+          "name": "difficulty",
+          "type": "recipe_difficulty",
+          "typeSchema": "public",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'easy'"
+        },
+        "prep_time_minutes": {
+          "name": "prep_time_minutes",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true,
+          "default": 0
+        },
+        "cook_time_minutes": {
+          "name": "cook_time_minutes",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true,
+          "default": 0
+        },
+        "total_time_minutes": {
+          "name": "total_time_minutes",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true,
+          "default": 0
+        },
+        "portions": {
+          "name": "portions",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true,
+          "default": 4
+        },
+        "nutrition_per_portion": {
+          "name": "nutrition_per_portion",
+          "type": "jsonb",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "allergens": {
+          "name": "allergens",
+          "type": "allergen[]",
+          "typeSchema": "public",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'{}'"
+        },
+        "spice_level": {
+          "name": "spice_level",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true,
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+        },
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+        }
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+        },
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+          "primaryKey": false,
+          "notNull": true,
+          "default": false
+        },
+        "recommended_use_by": {
+          "name": "recommended_use_by",
+          "type": "date",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "reserved_for_user_id": {
+          "name": "reserved_for_user_id",
+          "type": "uuid",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "status": {
+          "name": "status",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'available'"
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp with time zone",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {
+        "meal_boxes_household_idx": {
+          "name": "meal_boxes_household_idx",
+          "columns": [
+            {
+              "expression": "household_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "meal_boxes_use_by_idx": {
+          "name": "meal_boxes_use_by_idx",
+          "columns": [
+            {
+              "expression": "household_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "recommended_use_by",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
+      "foreignKeys": {
+        "meal_boxes_household_id_households_id_fk": {
+          "name": "meal_boxes_household_id_households_id_fk",
+          "tableFrom": "meal_boxes",
+          "tableTo": "households",
+          "columnsFrom": [
+            "household_id"
+          ],
+          "columnsTo": [
+            "id"
+          ],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "meal_boxes_recipe_id_recipes_id_fk": {
+          "name": "meal_boxes_recipe_id_recipes_id_fk",
+          "tableFrom": "meal_boxes",
+          "tableTo": "recipes",
+          "columnsFrom": [
+            "recipe_id"
+          ],
+          "columnsTo": [
+            "id"
+          ],
+          "onDelete": "set null",
+          "onUpdate": "no action"
+        },
+        "meal_boxes_storage_location_id_storage_locations_id_fk": {
+          "name": "meal_boxes_storage_location_id_storage_locations_id_fk",
+          "tableFrom": "meal_boxes",
+          "tableTo": "storage_locations",
+          "columnsFrom": [
+            "storage_location_id"
+          ],
+          "columnsTo": [
+            "id"
+          ],
+          "onDelete": "no action",
+          "onUpdate": "no action"
+        },
+        "meal_boxes_reserved_for_user_id_users_id_fk": {
+          "name": "meal_boxes_reserved_for_user_id_users_id_fk",
+          "tableFrom": "meal_boxes",
+          "tableTo": "users",
+          "columnsFrom": [
+            "reserved_for_user_id"
+          ],
+          "columnsTo": [
+            "id"
+          ],
+          "onDelete": "set null",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.meals": {
+      "name": "meals",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "uuid",
+          "primaryKey": true,
+          "notNull": true,
+          "default": "gen_random_uuid()"
+        },
+        "user_id": {
+          "name": "user_id",
+          "type": "uuid",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "household_id": {
+          "name": "household_id",
+          "type": "uuid",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "date": {
+          "name": "date",
+          "type": "date",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "meal_type": {
+          "name": "meal_type",
+          "type": "meal_type",
+          "typeSchema": "public",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "source": {
+          "name": "source",
+          "type": "meal_log_source",
+          "typeSchema": "public",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "recipe_id": {
+          "name": "recipe_id",
+          "type": "uuid",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "title_sv": {
+          "name": "title_sv",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "portion_fraction": {
+          "name": "portion_fraction",
+          "type": "double precision",
+          "primaryKey": false,
+          "notNull": true,
+          "default": 1
+        },
+        "nutrition": {
+          "name": "nutrition",
+          "type": "jsonb",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "nutrition_is_estimate": {
+          "name": "nutrition_is_estimate",
+          "type": "boolean",
+          "primaryKey": false,
+          "notNull": true,
+          "default": false
+        },
+        "estimate_min_kcal": {
+          "name": "estimate_min_kcal",
+          "type": "double precision",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "estimate_max_kcal": {
+          "name": "estimate_max_kcal",
+          "type": "double precision",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "items": {
+          "name": "items",
+          "type": "jsonb",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "photo_url": {
+          "name": "photo_url",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "scan_job_id": {
+          "name": "scan_job_id",
+          "type": "uuid",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "logged_at": {
+          "name": "logged_at",
+          "type": "timestamp with time zone",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {
+        "meals_user_date_idx": {
+          "name": "meals_user_date_idx",
+          "columns": [
+            {
+              "expression": "user_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "date",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "meals_household_idx": {
+          "name": "meals_household_idx",
+          "columns": [
+            {
+              "expression": "household_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
+      "foreignKeys": {
+        "meals_user_id_users_id_fk": {
+          "name": "meals_user_id_users_id_fk",
+          "tableFrom": "meals",
+          "tableTo": "users",
+          "columnsFrom": [
+            "user_id"
+          ],
+          "columnsTo": [
+            "id"
+          ],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "meals_household_id_households_id_fk": {
+          "name": "meals_household_id_households_id_fk",
+          "tableFrom": "meals",
+          "tableTo": "households",
+          "columnsFrom": [
+            "household_id"
+          ],
+          "columnsTo": [
+            "id"
+          ],
+          "onDelete": "set null",
+          "onUpdate": "no action"
+        },
+        "meals_recipe_id_recipes_id_fk": {
+          "name": "meals_recipe_id_recipes_id_fk",
+          "tableFrom": "meals",
+          "tableTo": "recipes",
+          "columnsFrom": [
+            "recipe_id"
+          ],
+          "columnsTo": [
+            "id"
+          ],
+          "onDelete": "set null",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.shopping_list_items": {
+      "name": "shopping_list_items",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "uuid",
+          "primaryKey": true,
+          "notNull": true,
+          "default": "gen_random_uuid()"
+        },
+        "shopping_list_id": {
+          "name": "shopping_list_id",
+          "type": "uuid",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "canonical_ingredient_id": {
+          "name": "canonical_ingredient_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "display_name": {
+          "name": "display_name",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "quantity": {
+          "name": "quantity",
+          "type": "double precision",
+          "primaryKey": false,
+          "notNull": true,
+          "default": 1
+        },
+        "unit": {
+          "name": "unit",
+          "type": "unit",
+          "typeSchema": "public",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'COUNT'"
+        },
+        "store_section": {
+          "name": "store_section",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'hygien_ovrigt'"
+        },
+        "suggested_package_size": {
+          "name": "suggested_package_size",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "estimated_price_minor": {
+          "name": "estimated_price_minor",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "checked": {
+          "name": "checked",
+          "type": "boolean",
+          "primaryKey": false,
+          "notNull": true,
+          "default": false
+        },
+        "added_by_user_id": {
+          "name": "added_by_user_id",
+          "type": "uuid",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "origin": {
+          "name": "origin",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'manual'"
+        },
+        "sort_order": {
+          "name": "sort_order",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true,
+          "default": 0
+        }
+      },
+      "indexes": {
+        "shopping_list_items_list_idx": {
+          "name": "shopping_list_items_list_idx",
+          "columns": [
+            {
+              "expression": "shopping_list_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
+      "foreignKeys": {
+        "shopping_list_items_shopping_list_id_shopping_lists_id_fk": {
+          "name": "shopping_list_items_shopping_list_id_shopping_lists_id_fk",
+          "tableFrom": "shopping_list_items",
+          "tableTo": "shopping_lists",
+          "columnsFrom": [
+            "shopping_list_id"
+          ],
+          "columnsTo": [
+            "id"
+          ],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "shopping_list_items_canonical_ingredient_id_canonical_ingredients_id_fk": {
+          "name": "shopping_list_items_canonical_ingredient_id_canonical_ingredients_id_fk",
+          "tableFrom": "shopping_list_items",
+          "tableTo": "canonical_ingredients",
+          "columnsFrom": [
+            "canonical_ingredient_id"
+          ],
+          "columnsTo": [
+            "id"
+          ],
+          "onDelete": "no action",
+          "onUpdate": "no action"
+        },
+        "shopping_list_items_added_by_user_id_users_id_fk": {
+          "name": "shopping_list_items_added_by_user_id_users_id_fk",
+          "tableFrom": "shopping_list_items",
+          "tableTo": "users",
+          "columnsFrom": [
+            "added_by_user_id"
+          ],
+          "columnsTo": [
+            "id"
+          ],
+          "onDelete": "set null",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.shopping_lists": {
+      "name": "shopping_lists",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "uuid",
+          "primaryKey": true,
+          "notNull": true,
+          "default": "gen_random_uuid()"
+        },
+        "household_id": {
+          "name": "household_id",
+          "type": "uuid",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "name": {
+          "name": "name",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'Inköpslista'"
+        },
+        "status": {
+          "name": "status",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'active'"
+        },
+        "week_plan_id": {
+          "name": "week_plan_id",
+          "type": "uuid",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp with time zone",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        },
+        "updated_at": {
+          "name": "updated_at",
+          "type": "timestamp with time zone",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {
+        "shopping_lists_household_idx": {
+          "name": "shopping_lists_household_idx",
+          "columns": [
+            {
+              "expression": "household_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
+      "foreignKeys": {
+        "shopping_lists_household_id_households_id_fk": {
+          "name": "shopping_lists_household_id_households_id_fk",
+          "tableFrom": "shopping_lists",
+          "tableTo": "households",
+          "columnsFrom": [
+            "household_id"
+          ],
+          "columnsTo": [
+            "id"
+          ],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "shopping_lists_week_plan_id_week_plans_id_fk": {
+          "name": "shopping_lists_week_plan_id_week_plans_id_fk",
+          "tableFrom": "shopping_lists",
+          "tableTo": "week_plans",
+          "columnsFrom": [
+            "week_plan_id"
+          ],
+          "columnsTo": [
+            "id"
+          ],
+          "onDelete": "set null",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.week_plan_entries": {
+      "name": "week_plan_entries",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "uuid",
+          "primaryKey": true,
+          "notNull": true,
+          "default": "gen_random_uuid()"
+        },
+        "week_plan_id": {
+          "name": "week_plan_id",
+          "type": "uuid",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "date": {
+          "name": "date",
+          "type": "date",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "meal_type": {
+          "name": "meal_type",
+          "type": "meal_type",
+          "typeSchema": "public",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "recipe_id": {
+          "name": "recipe_id",
+          "type": "uuid",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "meal_box_id": {
+          "name": "meal_box_id",
+          "type": "uuid",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "title_sv": {
+          "name": "title_sv",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "portions": {
+          "name": "portions",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true,
+          "default": 2
+        },
+        "status": {
+          "name": "status",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'planned'"
+        },
+        "reschedule_reason_sv": {
+          "name": "reschedule_reason_sv",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "sort_order": {
+          "name": "sort_order",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true,
+          "default": 0
+        }
+      },
+      "indexes": {
+        "week_plan_entries_plan_idx": {
+          "name": "week_plan_entries_plan_idx",
+          "columns": [
+            {
+              "expression": "week_plan_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
+      "foreignKeys": {
+        "week_plan_entries_week_plan_id_week_plans_id_fk": {
+          "name": "week_plan_entries_week_plan_id_week_plans_id_fk",
+          "tableFrom": "week_plan_entries",
+          "tableTo": "week_plans",
+          "columnsFrom": [
+            "week_plan_id"
+          ],
+          "columnsTo": [
+            "id"
+          ],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "week_plan_entries_recipe_id_recipes_id_fk": {
+          "name": "week_plan_entries_recipe_id_recipes_id_fk",
+          "tableFrom": "week_plan_entries",
+          "tableTo": "recipes",
+          "columnsFrom": [
+            "recipe_id"
+          ],
+          "columnsTo": [
+            "id"
+          ],
+          "onDelete": "set null",
+          "onUpdate": "no action"
+        },
+        "week_plan_entries_meal_box_id_meal_boxes_id_fk": {
+          "name": "week_plan_entries_meal_box_id_meal_boxes_id_fk",
+          "tableFrom": "week_plan_entries",
+          "tableTo": "meal_boxes",
+          "columnsFrom": [
+            "meal_box_id"
+          ],
+          "columnsTo": [
+            "id"
+          ],
+          "onDelete": "set null",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.week_plans": {
+      "name": "week_plans",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "uuid",
+          "primaryKey": true,
+          "notNull": true,
+          "default": "gen_random_uuid()"
+        },
+        "household_id": {
+          "name": "household_id",
+          "type": "uuid",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "week_start_date": {
+          "name": "week_start_date",
+          "type": "date",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "status": {
+          "name": "status",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'draft'"
+        },
+        "generated_by": {
+          "name": "generated_by",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'user'"
+        },
+        "notes": {
+          "name": "notes",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp with time zone",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        },
+        "updated_at": {
+          "name": "updated_at",
+          "type": "timestamp with time zone",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {
+        "week_plans_household_week_idx": {
+          "name": "week_plans_household_week_idx",
+          "columns": [
+            {
+              "expression": "household_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "week_start_date",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
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+            "gate_key"
+          ]
+        }
+      },
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    }
+  },
+  "enums": {
+    "public.activity_level": {
+      "name": "activity_level",
+      "schema": "public",
+      "values": [
+        "sedentary",
+        "light",
+        "moderate",
+        "active",
+        "very_active"
+      ]
+    },
+    "public.allergen": {
+      "name": "allergen",
+      "schema": "public",
+      "values": [
+        "gluten",
+        "crustaceans",
+        "eggs",
+        "fish",
+        "peanuts",
+        "soy",
+        "milk",
+        "tree_nuts",
+        "celery",
+        "mustard",
+        "sesame",
+        "sulphites",
+        "lupin",
+        "molluscs"
+      ]
+    },
+    "public.consent_kind": {
+      "name": "consent_kind",
+      "schema": "public",
+      "values": [
+        "personalization",
+        "anonymized_improvement",
+        "image_training",
+        "health_integration",
+        "location_weather",
+        "push_notifications",
+        "product_analytics"
+      ]
+    },
+    "public.consent_status": {
+      "name": "consent_status",
+      "schema": "public",
+      "values": [
+        "granted",
+        "denied",
+        "revoked"
+      ]
+    },
+    "public.cooking_method": {
+      "name": "cooking_method",
+      "schema": "public",
+      "values": [
+        "stovetop",
+        "oven",
+        "grill",
+        "airfryer",
+        "wok",
+        "slow_cooker",
+        "sous_vide",
+        "microwave",
+        "no_cook",
+        "pressure_cooker",
+        "deep_fry",
+        "steam"
+      ]
+    },
+    "public.creator_level": {
+      "name": "creator_level",
+      "schema": "public",
+      "values": [
+        "beginner",
+        "sous_chef",
+        "chef",
+        "master_chef",
+        "legend"
+      ]
+    },
+    "public.cuisine": {
+      "name": "cuisine",
+      "schema": "public",
+      "values": [
+        "swedish",
+        "nordic",
+        "italian",
+        "french",
+        "spanish",
+        "greek",
+        "thai",
+        "chinese",
+        "japanese",
+        "korean",
+        "vietnamese",
+        "indian",
+        "mexican",
+        "american",
+        "turkish",
+        "lebanese",
+        "moroccan",
+        "middle_eastern",
+        "international"
+      ]
+    },
+    "public.date_kind": {
+      "name": "date_kind",
+      "schema": "public",
+      "values": [
+        "best_before",
+        "use_by"
+      ]
+    },
+    "public.diet_pattern": {
+      "name": "diet_pattern",
+      "schema": "public",
+      "values": [
+        "omnivore",
+        "flexitarian",
+        "pescatarian",
+        "vegetarian",
+        "vegan",
+        "low_carb",
+        "keto",
+        "high_protein",
+        "mediterranean"
+      ]
+    },
+    "public.event_type": {
+      "name": "event_type",
+      "schema": "public",
+      "values": [
+        "PRODUCT_ADDED",
+        "PRODUCT_UPDATED",
+        "PRODUCT_CONSUMED",
+        "PRODUCT_DISCARDED",
+        "RECIPE_COOKED",
+        "RECIPE_RATED",
+        "RECIPE_CREATED",
+        "RECIPE_FORKED",
+        "MEAL_LOGGED",
+        "MEAL_PHOTO_ANALYZED",
+        "HOUSEHOLD_MEMBER_ADDED",
+        "SUBSCRIPTION_STARTED",
+        "SUBSCRIPTION_CHANGED",
+        "AI_CORRECTED",
+        "MEMORY_UPDATED",
+        "SHOPPING_COMPLETED",
+        "WEEK_PLAN_UPDATED",
+        "MEAL_BOX_CREATED",
+        "MEAL_BOX_CONSUMED"
+      ]
+    },
+    "public.expiry_status": {
+      "name": "expiry_status",
+      "schema": "public",
+      "values": [
+        "fresh",
+        "use_soon",
+        "expiring",
+        "expired",
+        "unknown"
+      ]
+    },
+    "public.goal_type": {
+      "name": "goal_type",
+      "schema": "public",
+      "values": [
+        "lose_weight",
+        "gain_weight",
+        "build_muscle",
+        "maintain_weight",
+        "more_protein",
+        "less_fat",
+        "more_fiber",
+        "more_variety",
+        "less_waste",
+        "lower_cost",
+        "cook_more"
+      ]
+    },
+    "public.household_role": {
+      "name": "household_role",
+      "schema": "public",
+      "values": [
+        "owner",
+        "adult",
+        "member",
+        "child"
+      ]
+    },
+    "public.inventory_source": {
+      "name": "inventory_source",
+      "schema": "public",
+      "values": [
+        "fridge_photo",
+        "freezer_photo",
+        "pantry_photo",
+        "ingredient_photo",
+        "barcode",
+        "receipt",
+        "digital_receipt",
+        "label_photo",
+        "manual_search",
+        "free_text",
+        "voice",
+        "cooked_recipe",
+        "connector",
+        "seed"
+      ]
+    },
+    "public.inventory_transaction_type": {
+      "name": "inventory_transaction_type",
+      "schema": "public",
+      "values": [
+        "purchase",
+        "consume",
+        "discard",
+        "adjust",
+        "cook_use",
+        "leftover_created",
+        "leftover_consumed",
+        "correction",
+        "freeze",
+        "thaw",
+        "move"
+      ]
+    },
+    "public.job_status": {
+      "name": "job_status",
+      "schema": "public",
+      "values": [
+        "queued",
+        "running",
+        "awaiting_confirmation",
+        "completed",
+        "failed",
+        "canceled"
+      ]
+    },
+    "public.job_type": {
+      "name": "job_type",
+      "schema": "public",
+      "values": [
+        "ANALYZE_FRIDGE_IMAGE",
+        "ANALYZE_PANTRY_IMAGE",
+        "ANALYZE_MEAL_IMAGE",
+        "READ_RECEIPT",
+        "READ_NUTRITION_LABEL",
+        "READ_EXPIRY_DATE",
+        "NORMALIZE_PRODUCTS",
+        "DEDUPLICATE_INVENTORY",
+        "CALCULATE_NUTRITION",
+        "GENERATE_RECIPE_OPTIONS",
+        "RANK_RECIPES",
+        "UPDATE_USER_MEMORY",
+        "GENERATE_WEEK_PLAN",
+        "SEND_EXPIRY_NOTIFICATION",
+        "VERIFY_SUBSCRIPTION",
+        "PROCESS_STORE_NOTIFICATION",
+        "BUILD_TRAINING_SAMPLE",
+        "RUN_AI_EVALUATION"
+      ]
+    },
+    "public.meal_log_source": {
+      "name": "meal_log_source",
+      "schema": "public",
+      "values": [
+        "cooked_recipe",
+        "plate_photo",
+        "barcode",
+        "product",
+        "free_text",
+        "voice",
+        "previous_meal",
+        "meal_box",
+        "manual"
+      ]
+    },
+    "public.meal_type": {
+      "name": "meal_type",
+      "schema": "public",
+      "values": [
+        "breakfast",
+        "lunch",
+        "dinner",
+        "snack",
+        "dessert",
+        "starter",
+        "buffet",
+        "party"
+      ]
+    },
+    "public.memory_kind": {
+      "name": "memory_kind",
+      "schema": "public",
+      "values": [
+        "structured_fact",
+        "event",
+        "semantic",
+        "profile_summary",
+        "recipe_memory"
+      ]
+    },
+    "public.notification_type": {
+      "name": "notification_type",
+      "schema": "public",
+      "values": [
+        "expiry_warning",
+        "meal_box_reminder",
+        "quick_dinner_suggestion",
+        "holiday_upcoming",
+        "creator_new_recipe",
+        "week_plan_change",
+        "pantry_forecast",
+        "subscription_status"
+      ]
+    },
+    "public.precision_mode": {
+      "name": "precision_mode",
+      "schema": "public",
+      "values": [
+        "simple",
+        "exact"
+      ]
+    },
+    "public.profile_visibility": {
+      "name": "profile_visibility",
+      "schema": "public",
+      "values": [
+        "private",
+        "friends",
+        "national",
+        "global"
+      ]
+    },
+    "public.recipe_difficulty": {
+      "name": "recipe_difficulty",
+      "schema": "public",
+      "values": [
+        "beginner",
+        "easy",
+        "medium",
+        "advanced",
+        "expert"
+      ]
+    },
+    "public.recipe_similarity_class": {
+      "name": "recipe_similarity_class",
+      "schema": "public",
+      "values": [
+        "duplicate",
+        "variant",
+        "inspired",
+        "independent"
+      ]
+    },
+    "public.recipe_source_type": {
+      "name": "recipe_source_type",
+      "schema": "public",
+      "values": [
+        "own_editorial",
+        "ai_assisted_reviewed",
+        "open_license",
+        "public_domain",
+        "licensed_database",
+        "creator_agreement",
+        "user_generated"
+      ]
+    },
+    "public.recipe_status": {
+      "name": "recipe_status",
+      "schema": "public",
+      "values": [
+        "draft",
+        "submitted",
+        "ai_checked",
+        "in_moderation",
+        "published",
+        "rejected",
+        "archived"
+      ]
+    },
+    "public.recipe_variant_type": {
+      "name": "recipe_variant_type",
+      "schema": "public",
+      "values": [
+        "standard",
+        "high_protein",
+        "low_calorie",
+        "low_fat",
+        "vegetarian",
+        "vegan",
+        "gluten_free",
+        "lactose_free",
+        "kid_friendly",
+        "airfryer",
+        "budget"
+      ]
+    },
+    "public.recipe_verification_status": {
+      "name": "recipe_verification_status",
+      "schema": "public",
+      "values": [
+        "unverified",
+        "community",
+        "verified",
+        "editorial"
+      ]
+    },
+    "public.religious_rule": {
+      "name": "religious_rule",
+      "schema": "public",
+      "values": [
+        "none",
+        "halal",
+        "kosher",
+        "hindu_no_beef",
+        "buddhist_vegetarian"
+      ]
+    },
+    "public.scan_type": {
+      "name": "scan_type",
+      "schema": "public",
+      "values": [
+        "fridge",
+        "freezer",
+        "pantry",
+        "ingredients",
+        "plate",
+        "receipt",
+        "barcode",
+        "expiry_date",
+        "nutrition_label",
+        "product_package"
+      ]
+    },
+    "public.sex": {
+      "name": "sex",
+      "schema": "public",
+      "values": [
+        "female",
+        "male",
+        "unspecified"
+      ]
+    },
+    "public.signal_origin": {
+      "name": "signal_origin",
+      "schema": "public",
+      "values": [
+        "user_stated",
+        "observed",
+        "ai_inferred"
+      ]
+    },
+    "public.storage_location_type": {
+      "name": "storage_location_type",
+      "schema": "public",
+      "values": [
+        "fridge",
+        "freezer",
+        "pantry",
+        "garage_freezer",
+        "wine_fridge",
+        "cellar",
+        "meal_box",
+        "custom"
+      ]
+    },
+    "public.subscription_plan": {
+      "name": "subscription_plan",
+      "schema": "public",
+      "values": [
+        "free",
+        "household",
+        "family",
+        "large_household"
+      ]
+    },
+    "public.subscription_provider": {
+      "name": "subscription_provider",
+      "schema": "public",
+      "values": [
+        "apple",
+        "google",
+        "promo",
+        "none"
+      ]
+    },
+    "public.subscription_status": {
+      "name": "subscription_status",
+      "schema": "public",
+      "values": [
+        "trial",
+        "active",
+        "in_grace",
+        "on_hold",
+        "paused",
+        "canceled",
+        "expired"
+      ]
+    },
+    "public.taste_axis": {
+      "name": "taste_axis",
+      "schema": "public",
+      "values": [
+        "spice",
+        "salt",
+        "acid",
+        "creaminess",
+        "garlic",
+        "sweetness",
+        "herbs",
+        "umami"
+      ]
+    },
+    "public.unit": {
+      "name": "unit",
+      "schema": "public",
+      "values": [
+        "GRAM",
+        "KILOGRAM",
+        "MILLILITER",
+        "DECILITER",
+        "LITER",
+        "TEASPOON",
+        "TABLESPOON",
+        "CUP_US",
+        "FLUID_OUNCE_US",
+        "OUNCE",
+        "POUND",
+        "COUNT",
+        "PORTION",
+        "PINCH",
+        "SLICE",
+        "CLOVE",
+        "CAN",
+        "PACKAGE"
+      ]
+    },
+    "public.user_role": {
+      "name": "user_role",
+      "schema": "public",
+      "values": [
+        "user",
+        "moderator",
+        "admin"
+      ]
+    },
+    "public.verification_status": {
+      "name": "verification_status",
+      "schema": "public",
+      "values": [
+        "unverified",
+        "user_verified",
+        "editorially_verified"
+      ]
+    },
+    "public.measurement_system": {
+      "name": "measurement_system",
+      "schema": "public",
+      "values": [
+        "METRIC",
+        "US_CUSTOMARY",
+        "MIXED"
+      ]
+    },
+    "public.temperature_unit": {
+      "name": "temperature_unit",
+      "schema": "public",
+      "values": [
+        "CELSIUS",
+        "FAHRENHEIT"
+      ]
+    },
+    "public.translation_source": {
+      "name": "translation_source",
+      "schema": "public",
+      "values": [
+        "seed",
+        "ai",
+        "human"
+      ]
+    },
+    "public.translation_status": {
+      "name": "translation_status",
+      "schema": "public",
+      "values": [
+        "draft_ai",
+        "in_review",
+        "published"
+      ]
+    },
+    "public.release_gate_category": {
+      "name": "release_gate_category",
+      "schema": "public",
+      "values": [
+        "product",
+        "quality",
+        "retention",
+        "economy"
+      ]
+    },
+    "public.release_gate_comparison": {
+      "name": "release_gate_comparison",
+      "schema": "public",
+      "values": [
+        "gte",
+        "lte",
+        "eq"
+      ]
+    },
+    "public.release_gate_status": {
+      "name": "release_gate_status",
+      "schema": "public",
+      "values": [
+        "pending",
+        "passed",
+        "failed",
+        "blocked",
+        "not_measurable"
+      ]
+    }
+  },
+  "schemas": {},
+  "sequences": {},
+  "roles": {},
+  "policies": {},
+  "views": {},
+  "_meta": {
+    "columns": {},
+    "schemas": {},
+    "tables": {}
+  }
+}
\ No newline at end of file
diff --git a/infrastructure/migrations/meta/_journal.json b/infrastructure/migrations/meta/_journal.json
index 996ea7c..05cf577 100644
--- a/infrastructure/migrations/meta/_journal.json
+++ b/infrastructure/migrations/meta/_journal.json
@@ -22,6 +22,13 @@
       "when": 1785945908559,
       "tag": "0002_pink_shockwave",
       "breakpoints": true
+    },
+    {
+      "idx": 3,
+      "version": "7",
+      "when": 1785947000212,
+      "tag": "0003_low_dreadnoughts",
+      "breakpoints": true
     }
   ]
 }
\ No newline at end of file
diff --git a/packages/ai-contracts/src/mock.ts b/packages/ai-contracts/src/mock.ts
index 2fc6782..80ec4df 100644
--- a/packages/ai-contracts/src/mock.ts
+++ b/packages/ai-contracts/src/mock.ts
@@ -237,6 +237,18 @@ export function mockOutputFor(taskType: AamosTaskType, input: unknown): unknown
     case "MODERATE_RECIPE":
       return { flags: [], recommendation: "approve", confidence: 0.9 };
 
+    case "EXPORT_TRAINING_SAMPLE": {
+      const samples =
+        typeof input === "object" && input !== null
+          ? ((input as { samples?: unknown[] }).samples ?? [])
+          : [];
+      return {
+        batchId: `mock-batch-${Date.now()}`,
+        accepted: samples.length,
+        rejected: 0,
+      };
+    }
+
     case "TRANSLATE_RECIPE": {
       // Deterministisk pseudo-översättning: bevarar alla tal och stegstruktur,
       // markerar texten med målspråket så flödet är testbart utan riktig AI.
diff --git a/packages/ai-contracts/src/tasks.ts b/packages/ai-contracts/src/tasks.ts
index db24b6f..a16fdab 100644
--- a/packages/ai-contracts/src/tasks.ts
+++ b/packages/ai-contracts/src/tasks.ts
@@ -24,6 +24,7 @@ export const AAMOS_TASK_TYPES = [
   "GENERATE_WEEK_PLAN",
   "MODERATE_RECIPE",
   "TRANSLATE_RECIPE",
+  "EXPORT_TRAINING_SAMPLE",
 ] as const;
 export type AamosTaskType = (typeof AAMOS_TASK_TYPES)[number];
 
@@ -412,6 +413,29 @@ export const translateRecipeOutput = z.object({
   confidence,
 });
 
+// ---------------------------------------------------------------------------
+// EXPORT_TRAINING_SAMPLE: anonymiserade korrigeringar för AAMOS training-pipeline
+// Ingen PII, inga bild-URL:er, inga användar-ID:n.
+// ---------------------------------------------------------------------------
+
+export const exportTrainingSampleInput = z.object({
+  marketLocale: z.string().default("sv-SE"),
+  samples: z.array(
+    z.object({
+      taskType: z.string(),
+      aiOutput: z.record(z.string(), z.unknown()),
+      userCorrection: z.record(z.string(), z.unknown()),
+      modelVersion: z.string().nullable(),
+      promptVersion: z.string().nullable(),
+    }),
+  ),
+});
+export const exportTrainingSampleOutput = z.object({
+  batchId: z.string(),
+  accepted: z.number().int().min(0),
+  rejected: z.number().int().min(0),
+});
+
 // ---------------------------------------------------------------------------
 // Kontraktsregister
 // ---------------------------------------------------------------------------
@@ -436,6 +460,10 @@ export const TASK_CONTRACTS = {
   GENERATE_WEEK_PLAN: { input: generateWeekPlanInput, output: generateWeekPlanOutput },
   MODERATE_RECIPE: { input: moderateRecipeInput, output: moderateRecipeOutput },
   TRANSLATE_RECIPE: { input: translateRecipeInput, output: translateRecipeOutput },
+  EXPORT_TRAINING_SAMPLE: {
+    input: exportTrainingSampleInput,
+    output: exportTrainingSampleOutput,
+  },
 } as const satisfies Record<AamosTaskType, { input: z.ZodType; output: z.ZodType }>;
 
 export type TaskInput<T extends AamosTaskType> = z.infer<(typeof TASK_CONTRACTS)[T]["input"]>;
diff --git a/packages/database/src/schema/scans.ts b/packages/database/src/schema/scans.ts
index 0fd3eda..afb3e9a 100644
--- a/packages/database/src/schema/scans.ts
+++ b/packages/database/src/schema/scans.ts
@@ -67,6 +67,7 @@ export const aiCorrections = pgTable(
     /** Snapshot av samtyckesläget när korrigeringen skapades. */
     consentSnapshot: jsonb("consent_snapshot").notNull(),
     exportedToTraining: timestamp("exported_to_training", { withTimezone: true }),
+    trainingBatchId: text("training_batch_id"),
     createdAt: createdAt(),
   },
   (t) => [index("ai_corrections_task_idx").on(t.taskType, t.createdAt)],
diff --git a/packages/database/test/release-gates.test.ts b/packages/database/test/release-gates.test.ts
index 05fe4ba..dbbd4e6 100644
--- a/packages/database/test/release-gates.test.ts
+++ b/packages/database/test/release-gates.test.ts
@@ -1,5 +1,5 @@
 import { describe, expect, it, beforeEach, afterAll } from "vitest";
-import { eq } from "drizzle-orm";
+import { eq, sql } from "drizzle-orm";
 import { createDatabase, closeDatabase } from "../src/client.js";
 import { schema, seedReleaseGates, evaluateReleaseGates, summarizeReleaseGates } from "../src/index.js";
 import { BUILT_IN_RELEASE_GATES } from "@app/shared-types";
@@ -11,7 +11,7 @@ async function reset() {
   await db.delete(schema.releaseGates);
   await db
     .delete(schema.users)
-    .where(eq(schema.users.email, "release-gates-test@example.invalid"));
+    .where(sql`${schema.users.email} LIKE 'release-gates-test-%@example.invalid'`);
 }
 
 async function createTestUser(id: string) {
diff --git a/packages/shared-types/src/brand.ts b/packages/shared-types/src/brand.ts
index 241bb16..c673969 100644
--- a/packages/shared-types/src/brand.ts
+++ b/packages/shared-types/src/brand.ts
@@ -20,3 +20,10 @@ export const BRAND: BrandConfig = brandConfig as BrandConfig;
 
 /** Delat könamn för BullMQ (API producerar, workern konsumerar). */
 export const JOB_QUEUE_NAME = `${BRAND.slug}-jobs`;
+
+/** Kö för misslyckade jobb som ska granskas manuellt (dead letter). */
+export const DEAD_LETTER_QUEUE_NAME = `${BRAND.slug}-dead-letter`;
+
+/** Standardvärden för jobb – kan överstyras per jobb. */
+export const WORKER_DEFAULT_ATTEMPTS = 3;
+export const WORKER_DEFAULT_BACKOFF_MS = 5000;