feat(recipe-generation): STEG 2 RUNDA 2 prep

- Food-safety prompt + lint: doneness krävs, gyllenbrun räcker inte - DensityGPerMl för ginger, örter, mushroom, salsa, corn, olives, peas - RUNDA_2_TARGETS fokuserade på gap-celler (paprika, blandfärs, räkor, torsk, svarta bönor) - Export-verified script + scale-smoke-test - Temp-skript borttagna; inga nycklar kvar i kod
2026-08-10 00:22:36 +07:00
parent 344ec8ee3a
commit 576c451cfe
7 changed files with 877 additions and 589 deletions
@@ -403,6 +403,12 @@ export class GeminiAamosClient implements AamosClient {
    let parsed: z.infer<typeof generateRecipeCandidatesOutput>;
    try {
      const json = JSON.parse(text);
+      // Defensiv normalisering: Gemini kan returnera rejectedPrompts som objekt istället för strängar.
+      if (Array.isArray(json.rejectedPrompts)) {
+        json.rejectedPrompts = json.rejectedPrompts.map((p: unknown) =>
+          typeof p === "string" ? p : JSON.stringify(p)
+        );
+      }
      const safe = generateRecipeCandidatesOutput.safeParse(json);
      if (!safe.success) {
        return { status: "failed", output: null, error: `Gemini-svar matchar inte schema: ${safe.error.message}` };
@@ -474,6 +480,7 @@ Begränsningar:
 Regler:
 - Recepten ska vara realistiska vardagsrätter för svenska hushåll.
 - Stegen ska vara tydliga, med rimliga tider och temperaturer.
+- MATSÄKERHET – recept som innehåller rå fågel, rått fläsk/köttfärs, rå fisk/skaldjur eller råa ägg MÅSTE innehålla ett explicit steg som beskriver att proteinet blir genomstekt/genomkokt. Använd formuleringar som: "stek tills kycklingen är genomstekt och inte längre rosa i mitten", "koka tills fisken flagnar", "stek tills köttfärsen är genomstekt", eller ange kärn-/innertemperatur i °C. Det räcker INTE med enbart utseende (t.ex. "gyllenbrun") eller enbart tid.
 - Använd ENDAST dessa exakta enhetskoder: GRAM, KILOGRAM, MILLILITER, DECILITER, LITER, TEASPOON, TABLESPOON, CUP_US, COUNT, PORTION, PINCH, SLICE, CLOVE, CAN, PACKAGE. Aldrig "g", "dl", "msk", "tsk", "st".
 - Formuleringen ska vara mjölkprincips-vänlig: ingen svinnskam, inget "släng".
 - Varje ingrediens MÅSTE finnas i katalogen ovan.
@@ -471,6 +471,7 @@ export const SEED_INGREDIENTS: SeedIngredient[] = [
  }),
  ing("dill", "Dill (färsk)", "Dill", "gronsaker", {
    ...veg,
+    densityGPerMl: 0.12,
    n: { kcal: 40, p: 3.5, k: 5, f: 0.8, fib: 2.5 },
    shelfLifeGuidance: { fridge: 5 },
    defaultPriceMinorPerKg: 30000,
@@ -478,12 +479,14 @@ export const SEED_INGREDIENTS: SeedIngredient[] = [
  }),
  ing("parsley", "Persilja (färsk)", "Parsley", "gronsaker", {
    ...veg,
+    densityGPerMl: 0.12,
    n: { kcal: 45, p: 3.7, k: 6, f: 0.9, fib: 3.5 },
    shelfLifeGuidance: { fridge: 5 },
    defaultPriceMinorPerKg: 30000,
  }),
  ing("basil", "Basilika (färsk)", "Basil", "gronsaker", {
    ...veg,
+    densityGPerMl: 0.12,
    n: { kcal: 30, p: 3, k: 2.5, f: 0.6, fib: 1.6 },
    shelfLifeGuidance: { fridge: 4 },
    defaultPriceMinorPerKg: 40000,
@@ -491,12 +494,14 @@ export const SEED_INGREDIENTS: SeedIngredient[] = [
  }),
  ing("ginger", "Ingefära (färsk)", "Ginger", "gronsaker", {
    ...veg,
+    densityGPerMl: 0.95,
    n: { kcal: 80, p: 1.8, k: 16, f: 0.8, fib: 2 },
    shelfLifeGuidance: { fridge: 21 },
    defaultPriceMinorPerKg: 8000,
  }),
  ing("mushroom", "Champinjoner", "Mushrooms", "gronsaker", {
    ...veg,
+    densityGPerMl: 0.9,
    n: { kcal: 25, p: 3, k: 1.5, f: 0.4, fib: 1.5 },
    shelfLifeGuidance: { fridge: 5 },
    defaultPriceMinorPerKg: 6000,
@@ -504,18 +509,21 @@ export const SEED_INGREDIENTS: SeedIngredient[] = [
  }),
  ing("frozen_peas", "Gröna ärtor (frysta)", "Frozen peas", "gronsaker", {
    ...veg,
+    densityGPerMl: 0.8,
    n: { kcal: 78, p: 5.5, k: 11, f: 0.5, fib: 5.5, s: 5 },
    shelfLifeGuidance: { freezer: 365 },
    defaultPriceMinorPerKg: 3000,
  }),
  ing("corn", "Majs (konserverad)", "Sweet corn", "gronsaker", {
    ...veg,
+    densityGPerMl: 0.75,
    n: { kcal: 90, p: 3, k: 17, f: 1.2, fib: 2.5, s: 5 },
    shelfLifeGuidance: { pantry: 365, fridge: 4 },
    defaultPriceMinorPerKg: 3000,
  }),
  ing("olives", "Oliver", "Olives", "gronsaker", {
    ...veg,
+    densityGPerMl: 0.95,
    n: { kcal: 150, p: 1, k: 1, f: 15, mf: 2.2, salt: 3.5 },
    shelfLifeGuidance: { fridge: 30 },
    defaultPriceMinorPerKg: 10000,
@@ -843,6 +851,7 @@ export const SEED_INGREDIENTS: SeedIngredient[] = [
  }),
  ing("salsa", "Salsa (burk)", "Salsa", "konserver", {
    ...veg,
+    densityGPerMl: 1.0,
    n: { kcal: 45, p: 1.5, k: 8, f: 0.3, fib: 1.5, s: 6, salt: 1.5 },
    shelfLifeGuidance: { pantry: 365, fridge: 7 },
    defaultPriceMinorPerKg: 4500,
@@ -0,0 +1,37 @@
+import { createDatabase, closeDatabase } from "@app/database";
+import * as fs from "node:fs/promises";
+import * as path from "node:path";
+
+async function main() {
+  const dbUrl = process.env.DATABASE_URL;
+  if (!dbUrl) throw new Error("DATABASE_URL saknas");
+  const { db } = createDatabase(dbUrl);
+
+  const recipes = await db.query.recipes.findMany({
+    where: (t, { eq }) => eq(t.verificationStatus, "verified"),
+  });
+
+  const enriched = [];
+  for (const r of recipes) {
+    const ingredients = await db.query.recipeIngredients.findMany({
+      where: (t, { eq }) => eq(t.recipeId, r.id),
+    });
+    const steps = await db.query.recipeSteps.findMany({
+      where: (t, { eq }) => eq(t.recipeId, r.id),
+    });
+    enriched.push({ ...r, ingredients, steps });
+  }
+
+  const publicDir = "/mnt/c/Users/Public";
+  const outPath = path.join(publicDir, "cibello-verified-119-result.json");
+  await fs.writeFile(outPath, JSON.stringify({
+    exportedAt: new Date().toISOString(),
+    count: enriched.length,
+    recipes: enriched,
+  }, null, 2), "utf-8");
+
+  console.error(`[export-verified] Exported ${recipes.length} verified recipes to ${outPath}`);
+  await closeDatabase();
+}
+
+main().catch((err) => { console.error(err); process.exit(1); });
@@ -1,70 +1,31 @@
 #!/usr/bin/env tsx
 /**
- * SCALEBATCH – Receptkatalog Fas A Steg 2 (docs/32).
+ * STEG 2 – Skala receptkatalogen till ~200 verified AI-recept.
 *
- * Genererar ~200 verified AI-recept i batchar om ~25–30.
- * Budgetguard, DB-dedup, stickprov, seed i staging.
+ * - Kör batchvis (~25–30 recept per batch).
+ * - Dedup mot hela växande banken (recipes + recipe_similarities).
+ * - Seed verified kandidater i staging DB.
+ * - Dra ~15% slumpat stickprov per batch till C:\Users\Public.
+ * - Rapporterar yield, täckningsmatris, dedup-statistik, kostnad.
 *
- * Körning per batch:
- *   AAMOS_MODE=gemini GEMINI_API_KEY=... pnpm tsx packages/recipe-generation/scripts/scale-batch.ts --batch=0
- *
- * Kör alla batchar:
- *   AAMOS_MODE=gemini GEMINI_API_KEY=... pnpm tsx packages/recipe-generation/scripts/scale-batch.ts --all
+ * Körning:
+ *   GEMINI_API_KEY=$(aws ssm get-parameter --name "/openclaw/GEMINI_API_KEY" ...) \
+ *   DATABASE_URL=... \
+ *   pnpm tsx packages/recipe-generation/scripts/scale-batch.ts
 */

-import { config as loadDotenv } from "dotenv";
-import { existsSync as fsExistsSync } from "fs";
-import { resolve } from "path";
-for (const candidate of [".env", "../.env", "../../.env"]) {
-  const p = resolve(process.cwd(), candidate);
-  if (fsExistsSync(p)) { loadDotenv({ path: p }); break; }
-}
-
 import { createAamosClient } from "@app/ai-contracts";
 import { SEED_INGREDIENTS } from "@app/database/seed";
-import { createDatabase, schema } from "@app/database";
+import { createDatabase, closeDatabase, schema } from "@app/database";
+import { eq, sql, inArray } from "drizzle-orm";
 import { runPipeline, type PipelineTarget, type PipelineIngredient } from "@app/recipe-generation";
-import type { CanonicalIngredientLookup, SimilarityLookup, VerificationResult } from "@app/recipe-generation";
-import { sql, eq } from "drizzle-orm";
-import { writeFileSync, mkdirSync, existsSync, readFileSync } from "fs";
-import { join } from "path";
-import type { RecipeDNA, Allergen } from "@app/shared-types";
+import type { CanonicalIngredientLookup, SimilarityLookup } from "@app/recipe-generation";
+import type { RecipeCandidate } from "@app/recipe-generation";
+import { randomUUID } from "node:crypto";
+import * as fs from "node:fs/promises";
+import * as path from "node:path";

-// ── 0. ARGS ────────────────────────────────────────────────────────────────
-const args = process.argv.slice(2);
-const batchArg = args.find((a) => a.startsWith("--batch="));
-const batchIndex = batchArg ? parseInt(batchArg.split("=")[1], 10) : null;
-const runAll = args.includes("--all");
-const dryRun = args.includes("--dry-run");
-
-if (batchIndex === null && !runAll) {
-  console.error("Användning: pnpm tsx scale-batch.ts --batch=N | --all [--dry-run]");
-  console.error("Batchar 0–7 finns. --all kör alla sekventiellt med budgetcheck.");
-  process.exit(1);
-}
-
-// ── 1. Konfiguration ───────────────────────────────────────────────────────
-const REPORT_DIR = "/mnt/c/Users/Public/cibello-scale-batch";
-const BUDGET_FILE = join(REPORT_DIR, "budget-state.json");
-const BUDGET_USD = Number(process.env.GEMINI_DAILY_BUDGET_USD ?? 10);
-const PAUSE_THRESHOLD_USD = BUDGET_USD * 0.9; // Pausa vid 90 %
-
-mkdirSync(REPORT_DIR, { recursive: true });
-
-function getBudgetState(): { spentUsd: number; lastReset: string } {
-  if (!existsSync(BUDGET_FILE)) return { spentUsd: 0, lastReset: new Date().toISOString() };
-  try {
-    return JSON.parse(readFileSync(BUDGET_FILE, "utf-8"));
-  } catch {
-    return { spentUsd: 0, lastReset: new Date().toISOString() };
-  }
-}
-
-function saveBudgetState(state: { spentUsd: number; lastReset: string }) {
-  writeFileSync(BUDGET_FILE, JSON.stringify(state, null, 2));
-}
-
-// ── 2. Katalog från seed ───────────────────────────────────────────────────
+// ── 1. Bygg katalog och lookups ────────────────────────────────────────────
 const catalog: PipelineIngredient[] = SEED_INGREDIENTS.map((i) => ({
  id: i.id,
  nameSv: i.nameSv,
@@ -99,584 +60,642 @@ const ingredientLookup: CanonicalIngredientLookup = {
  },
 };

-// ── 3. DB-klient ───────────────────────────────────────────────────────────
-const { db, pool } = createDatabase();
+// ── 2. Täckningsmatris (mål ~220 rå-kandidater → ~200 verified) ─────────────
+const BASE_TARGETS: PipelineTarget[] = [
+  // Mejeri
+  { mealType: "dinner", mainIngredientId: "milk_3", dietVariant: "standard", count: 3 },
+  { mealType: "dinner", mainIngredientId: "cream", dietVariant: "standard", count: 3 },
+  { mealType: "dinner", mainIngredientId: "creme_fraiche", dietVariant: "standard", count: 3 },
+  { mealType: "dinner", mainIngredientId: "milk_3", dietVariant: "vegetarian", count: 2 },
+  { mealType: "dinner", mainIngredientId: "cream", dietVariant: "vegetarian", count: 2 },
+  { mealType: "dinner", mainIngredientId: "creme_fraiche", dietVariant: "gluten_free", count: 2 },
+  { mealType: "dinner", mainIngredientId: "milk_3", dietVariant: "lactose_free", count: 2 },

-// ── 4. Batch-matriser (8 batchar × ~27 recept = ~216 mål) ─────────────────
-const BATCHES: PipelineTarget[][] = [
-  // Batch 0: Mejeri
-  [
-    { mealType: "dinner", mainIngredientId: "milk_3", dietVariant: "standard", count: 5 },
-    { mealType: "dinner", mainIngredientId: "cream", dietVariant: "standard", count: 5 },
-    { mealType: "dinner", mainIngredientId: "creme_fraiche", dietVariant: "standard", count: 5 },
-    { mealType: "dinner", mainIngredientId: "cooking_cream", dietVariant: "standard", count: 5 },
-    { mealType: "dinner", mainIngredientId: "milk_3", dietVariant: "lactose_free", count: 3 },
-    { mealType: "dinner", mainIngredientId: "cream", dietVariant: "lactose_free", count: 4 },
-  ],
-  // Batch 1: Kyckling
-  [
-    { mealType: "dinner", mainIngredientId: "chicken_breast", dietVariant: "standard", count: 7 },
-    { mealType: "dinner", mainIngredientId: "chicken_thigh", dietVariant: "standard", count: 7 },
-    { mealType: "dinner", mainIngredientId: "chicken_breast", dietVariant: "gluten_free", count: 7 },
-    { mealType: "dinner", mainIngredientId: "chicken_thigh", dietVariant: "gluten_free", count: 6 },
-  ],
-  // Batch 2: Kött
-  [
-    { mealType: "dinner", mainIngredientId: "minced_beef", dietVariant: "standard", count: 7 },
-    { mealType: "dinner", mainIngredientId: "minced_mixed", dietVariant: "standard", count: 7 },
-    { mealType: "dinner", mainIngredientId: "minced_beef", dietVariant: "gluten_free", count: 7 },
-    { mealType: "dinner", mainIngredientId: "pork_loin", dietVariant: "standard", count: 6 },
-  ],
-  // Batch 3: Fisk
-  [
-    { mealType: "dinner", mainIngredientId: "salmon", dietVariant: "standard", count: 7 },
-    { mealType: "dinner", mainIngredientId: "cod", dietVariant: "standard", count: 7 },
-    { mealType: "dinner", mainIngredientId: "shrimp", dietVariant: "standard", count: 7 },
-    { mealType: "dinner", mainIngredientId: "salmon", dietVariant: "gluten_free", count: 6 },
-  ],
-  // Batch 4: Pasta/ris/potatis
-  [
-    { mealType: "dinner", mainIngredientId: "pasta_dry", dietVariant: "standard", count: 7 },
-    { mealType: "dinner", mainIngredientId: "rice_white", dietVariant: "standard", count: 7 },
-    { mealType: "dinner", mainIngredientId: "potato", dietVariant: "standard", count: 7 },
-    { mealType: "dinner", mainIngredientId: "pasta_dry", dietVariant: "vegan", count: 6 },
-  ],
-  // Batch 5: Baljväxter
-  [
-    { mealType: "dinner", mainIngredientId: "tofu", dietVariant: "vegan", count: 7 },
-    { mealType: "dinner", mainIngredientId: "red_lentils", dietVariant: "vegetarian", count: 7 },
-    { mealType: "dinner", mainIngredientId: "chickpeas_canned", dietVariant: "vegan", count: 7 },
-    { mealType: "dinner", mainIngredientId: "black_beans_canned", dietVariant: "vegan", count: 6 },
-  ],
-  // Batch 6: Grönsaker
-  [
-    { mealType: "dinner", mainIngredientId: "tomato", dietVariant: "standard", count: 7 },
-    { mealType: "dinner", mainIngredientId: "zucchini", dietVariant: "standard", count: 7 },
-    { mealType: "dinner", mainIngredientId: "bell_pepper", dietVariant: "standard", count: 7 },
-    { mealType: "dinner", mainIngredientId: "carrot", dietVariant: "standard", count: 6 },
-  ],
-  // Batch 7: Mixed dietvarianter
-  [
-    { mealType: "dinner", mainIngredientId: "rice_white", dietVariant: "vegan", count: 7 },
-    { mealType: "dinner", mainIngredientId: "tofu", dietVariant: "standard", count: 7 },
-    { mealType: "dinner", mainIngredientId: "cod", dietVariant: "gluten_free", count: 7 },
-    { mealType: "dinner", mainIngredientId: "shrimp", dietVariant: "gluten_free", count: 6 },
-  ],
+  // Kyckling
+  { mealType: "dinner", mainIngredientId: "chicken_breast", dietVariant: "standard", count: 5 },
+  { mealType: "dinner", mainIngredientId: "chicken_thigh", dietVariant: "standard", count: 4 },
+  { mealType: "dinner", mainIngredientId: "chicken_breast", dietVariant: "gluten_free", count: 3 },
+  { mealType: "dinner", mainIngredientId: "chicken_breast", dietVariant: "lactose_free", count: 3 },
+
+  // Köttfärs
+  { mealType: "dinner", mainIngredientId: "minced_beef", dietVariant: "standard", count: 5 },
+  { mealType: "dinner", mainIngredientId: "minced_mixed", dietVariant: "standard", count: 4 },
+  { mealType: "dinner", mainIngredientId: "minced_beef", dietVariant: "gluten_free", count: 3 },
+  { mealType: "dinner", mainIngredientId: "minced_beef", dietVariant: "lactose_free", count: 3 },
+
+  // Fisk
+  { mealType: "dinner", mainIngredientId: "salmon", dietVariant: "standard", count: 5 },
+  { mealType: "dinner", mainIngredientId: "cod", dietVariant: "standard", count: 4 },
+  { mealType: "dinner", mainIngredientId: "shrimp", dietVariant: "standard", count: 4 },
+  { mealType: "dinner", mainIngredientId: "salmon", dietVariant: "gluten_free", count: 3 },
+  { mealType: "dinner", mainIngredientId: "salmon", dietVariant: "lactose_free", count: 3 },
+
+  // Pasta/ris
+  { mealType: "dinner", mainIngredientId: "pasta_dry", dietVariant: "standard", count: 5 },
+  { mealType: "dinner", mainIngredientId: "rice_white", dietVariant: "standard", count: 5 },
+  { mealType: "dinner", mainIngredientId: "pasta_dry", dietVariant: "vegetarian", count: 3 },
+  { mealType: "dinner", mainIngredientId: "rice_white", dietVariant: "vegan", count: 3 },
+  { mealType: "dinner", mainIngredientId: "rice_white", dietVariant: "gluten_free", count: 3 },
+
+  // Potatis
+  { mealType: "dinner", mainIngredientId: "potato", dietVariant: "standard", count: 5 },
+  { mealType: "dinner", mainIngredientId: "potato", dietVariant: "vegetarian", count: 3 },
+  { mealType: "dinner", mainIngredientId: "potato", dietVariant: "vegan", count: 3 },
+  { mealType: "dinner", mainIngredientId: "potato", dietVariant: "gluten_free", count: 3 },
+
+  // Baljväxter
+  { mealType: "dinner", mainIngredientId: "tofu", dietVariant: "vegan", count: 4 },
+  { mealType: "dinner", mainIngredientId: "tofu", dietVariant: "vegetarian", count: 3 },
+  { mealType: "dinner", mainIngredientId: "red_lentils", dietVariant: "vegan", count: 4 },
+  { mealType: "dinner", mainIngredientId: "red_lentils", dietVariant: "vegetarian", count: 3 },
+  { mealType: "dinner", mainIngredientId: "chickpeas_canned", dietVariant: "vegan", count: 4 },
+  { mealType: "dinner", mainIngredientId: "black_beans_canned", dietVariant: "vegan", count: 3 },
+
+  // Veckans grönsaker
+  { mealType: "dinner", mainIngredientId: "tomato", dietVariant: "standard", count: 3 },
+  { mealType: "dinner", mainIngredientId: "tomato", dietVariant: "vegetarian", count: 2 },
+  { mealType: "dinner", mainIngredientId: "tomato", dietVariant: "vegan", count: 2 },
+  { mealType: "dinner", mainIngredientId: "zucchini", dietVariant: "standard", count: 3 },
+  { mealType: "dinner", mainIngredientId: "zucchini", dietVariant: "vegan", count: 2 },
+  { mealType: "dinner", mainIngredientId: "paprika", dietVariant: "standard", count: 3 },
+  { mealType: "dinner", mainIngredientId: "paprika", dietVariant: "vegan", count: 2 },
+  { mealType: "dinner", mainIngredientId: "carrot", dietVariant: "standard", count: 3 },
+  { mealType: "dinner", mainIngredientId: "carrot", dietVariant: "vegetarian", count: 2 },
+  { mealType: "dinner", mainIngredientId: "spinach", dietVariant: "standard", count: 3 },
+  { mealType: "dinner", mainIngredientId: "spinach", dietVariant: "vegan", count: 2 },
 ];

-// ── 5. Hjälpfunktioner ─────────────────────────────────────────────────────
+const GROUP_MAIN_IDS: Record<string, string[]> = {
+  "1": ["milk_3", "cream", "creme_fraiche", "chicken_breast", "chicken_thigh"],
+  "2": ["minced_beef", "minced_mixed", "salmon", "cod", "shrimp"],
+  "3": ["pasta_dry", "rice_white", "potato", "tofu", "red_lentils", "chickpeas_canned", "black_beans_canned", "tomato", "zucchini", "paprika", "carrot", "spinach"],
+};

-function slugify(title: string): string {
+// ── 2b. RUNDA 2: gap-fokuserade targets (~80 nya mål) ──────────────────────
+const RUNDA_2_TARGETS: PipelineTarget[] = [
+  // Paprika-gap (0 st) – variera kök
+  { mealType: "dinner", mainIngredientId: "paprika", dietVariant: "standard", count: 4 },
+  { mealType: "dinner", mainIngredientId: "paprika", dietVariant: "vegetarian", count: 3 },
+  { mealType: "dinner", mainIngredientId: "paprika", dietVariant: "vegan", count: 3 },
+  { mealType: "dinner", mainIngredientId: "paprika", dietVariant: "gluten_free", count: 2 },
+
+  // Blandfärs-gap (2 st)
+  { mealType: "dinner", mainIngredientId: "minced_mixed", dietVariant: "standard", count: 5 },
+  { mealType: "dinner", mainIngredientId: "minced_mixed", dietVariant: "gluten_free", count: 3 },
+  { mealType: "dinner", mainIngredientId: "minced_mixed", dietVariant: "lactose_free", count: 3 },
+
+  // Räkor-gap (3 st)
+  { mealType: "dinner", mainIngredientId: "shrimp", dietVariant: "standard", count: 5 },
+  { mealType: "dinner", mainIngredientId: "shrimp", dietVariant: "gluten_free", count: 3 },
+  { mealType: "dinner", mainIngredientId: "shrimp", dietVariant: "lactose_free", count: 3 },
+
+  // Torsk-gap (4 st)
+  { mealType: "dinner", mainIngredientId: "cod", dietVariant: "standard", count: 5 },
+  { mealType: "dinner", mainIngredientId: "cod", dietVariant: "gluten_free", count: 3 },
+  { mealType: "dinner", mainIngredientId: "cod", dietVariant: "lactose_free", count: 3 },
+
+  // Svarta bönor-gap (4 st)
+  { mealType: "dinner", mainIngredientId: "black_beans_canned", dietVariant: "vegan", count: 4 },
+  { mealType: "dinner", mainIngredientId: "black_beans_canned", dietVariant: "vegetarian", count: 3 },
+  { mealType: "dinner", mainIngredientId: "black_beans_canned", dietVariant: "gluten_free", count: 2 },
+
+  // Kycklinglår (6 st) – fler varianter
+  { mealType: "dinner", mainIngredientId: "chicken_thigh", dietVariant: "standard", count: 4 },
+  { mealType: "dinner", mainIngredientId: "chicken_thigh", dietVariant: "gluten_free", count: 3 },
+  { mealType: "dinner", mainIngredientId: "chicken_thigh", dietVariant: "lactose_free", count: 3 },
+
+  // Tomat/zucchini (6 st vardera) – fler veg-varianter
+  { mealType: "dinner", mainIngredientId: "tomato", dietVariant: "vegan", count: 4 },
+  { mealType: "dinner", mainIngredientId: "tomato", dietVariant: "vegetarian", count: 3 },
+  { mealType: "dinner", mainIngredientId: "tomato", dietVariant: "standard", count: 3 },
+  { mealType: "dinner", mainIngredientId: "zucchini", dietVariant: "vegan", count: 4 },
+  { mealType: "dinner", mainIngredientId: "zucchini", dietVariant: "vegetarian", count: 3 },
+  { mealType: "dinner", mainIngredientId: "zucchini", dietVariant: "standard", count: 3 },
+
+  // Tofu (8 st) – fler asiatiska varianter
+  { mealType: "dinner", mainIngredientId: "tofu", dietVariant: "vegan", count: 4 },
+  { mealType: "dinner", mainIngredientId: "tofu", dietVariant: "vegetarian", count: 3 },
+  { mealType: "dinner", mainIngredientId: "tofu", dietVariant: "gluten_free", count: 2 },
+
+  // Morot/spenat – lågt täckta
+  { mealType: "dinner", mainIngredientId: "carrot", dietVariant: "vegetarian", count: 3 },
+  { mealType: "dinner", mainIngredientId: "carrot", dietVariant: "vegan", count: 3 },
+  { mealType: "dinner", mainIngredientId: "spinach", dietVariant: "standard", count: 3 },
+  { mealType: "dinner", mainIngredientId: "spinach", dietVariant: "vegetarian", count: 3 },
+  { mealType: "dinner", mainIngredientId: "spinach", dietVariant: "vegan", count: 2 },
+];
+
+const targetGroup = process.env.TARGET_GROUP;
+const isRunda2 = process.env.RUNDA === "2";
+const SOURCE_TARGETS = isRunda2 ? RUNDA_2_TARGETS : BASE_TARGETS;
+const ACTIVE_TARGETS = targetGroup && GROUP_MAIN_IDS[targetGroup]
+  ? SOURCE_TARGETS.filter((t) => GROUP_MAIN_IDS[targetGroup]!.includes(t.mainIngredientId))
+  : SOURCE_TARGETS;
+
+const TOTAL_TARGETS = ACTIVE_TARGETS.reduce((s, t) => s + t.count, 0);
+const BATCH_SIZE = 5;
+
+// ── 3. Hjälpfunktioner ─────────────────────────────────────────────────────
+const VALID_CUISINES = new Set([
+  "swedish", "nordic", "italian", "french", "spanish", "greek", "thai",
+  "chinese", "japanese", "korean", "vietnamese", "indian", "mexican",
+  "american", "turkish", "lebanese", "moroccan", "middle_eastern", "international",
+]);
+
+function normalizeCuisine(raw: string | undefined): string {
+  const c = (raw ?? "swedish").toLowerCase().replace(/[^a-z]/g, "_");
+  if (VALID_CUISINES.has(c)) return c;
+  if (c === "asian") return "international";
+  if (c.includes("swedish") || c.includes("nordic")) return "swedish";
+  if (c.includes("italian")) return "italian";
+  if (c.includes("asian")) return "international";
+  if (c.includes("japan")) return "japanese";
+  if (c.includes("china")) return "chinese";
+  if (c.includes("thai")) return "thai";
+  if (c.includes("indian")) return "indian";
+  if (c.includes("mexican")) return "mexican";
+  if (c.includes("american")) return "american";
+  if (c.includes("mediterranean")) return "greek";
+  return "international";
+}
+
+function toSlug(title: string): string {
  return title
    .toLowerCase()
-    .replace(/[åä]/g, "a")
-    .replace(/[ö]/g, "o")
-    .replace(/[^a-z0-9\s-]/g, "")
-    .trim()
-    .replace(/\s+/g, "-")
-    .substring(0, 80);
+    .normalize("NFD")
+    .replace(/[\u0300-\u036f]/g, "")
+    .replace(/[^a-z0-9]+/g, "-")
+    .replace(/^-+|-+$/g, "");
 }

-async function fetchExistingTitles(): Promise<Set<string>> {
-  const rows = await db.select({ titleSv: schema.recipes.titleSv }).from(schema.recipes);
-  return new Set(rows.map((r) => r.titleSv.toLowerCase().trim()));
+function normalizeTitle(title: string): string {
+  return title.toLowerCase().replace(/[^a-z0-9åäö]/g, " ");
 }

-function inferDna(vr: VerificationResult): RecipeDNA {
-  const c = vr.candidate;
-  const ings = c.ingredients.map((i) => i.canonicalIngredientId);
-
-  // Protein
-  const proteinId = ings.find(
-    (id) =>
-      id.includes("chicken") ||
-      id.includes("beef") ||
-      id.includes("pork") ||
-      id.includes("salmon") ||
-      id.includes("cod") ||
-      id.includes("shrimp") ||
-      id.includes("tofu") ||
-      id.includes("lentil") ||
-      id.includes("chickpea") ||
-      id.includes("bean") ||
-      id.includes("egg") ||
-      id.includes("meatball"),
-  );
-
-  // Kolhydrat
-  const carbId = ings.find(
-    (id) =>
-      id.includes("pasta") ||
-      id.includes("rice") ||
-      id.includes("potato") ||
-      id.includes("noodle") ||
-      id.includes("bread") ||
-      id.includes("tortilla") ||
-      id.includes("bun"),
-  );
-
-  // Grönsaker
-  const vegIds = ings.filter(
-    (id) =>
-      id.includes("tomato") ||
-      id.includes("zucchini") ||
-      id.includes("pepper") ||
-      id.includes("carrot") ||
-      id.includes("onion") ||
-      id.includes("spinach") ||
-      id.includes("broccoli") ||
-      id.includes("leek") ||
-      id.includes("mushroom") ||
-      id.includes("cucumber") ||
-      id.includes("lettuce") ||
-      id.includes("garlic") ||
-      id.includes("dill") ||
-      id.includes("parsley") ||
-      id.includes("basil") ||
-      id.includes("ginger") ||
-      id.includes("peas") ||
-      id.includes("corn") ||
-      id.includes("olives") ||
-      id.includes("avocado") ||
-      id.includes("cabbage") ||
-      id.includes("cauliflower") ||
-      id.includes("celeriac") ||
-      id.includes("beetroot") ||
-      id.includes("parsnip") ||
-      id.includes("swede") ||
-      id.includes("kale") ||
-      id.includes("asparagus") ||
-      id.includes("green_bean") ||
-      id.includes("sugar_snap") ||
-      id.includes("radish") ||
-      id.includes("fennel") ||
-      id.includes("eggplant") ||
-      id.includes("pumpkin") ||
-      id.includes("squash") ||
-      id.includes("sweet_potato"),
-  );
-
-  // Smakprofil
-  const flavorTokens: string[] = [];
-  if (ings.some((id) => id.includes("curry"))) flavorTokens.push("curry");
-  if (ings.some((id) => id.includes("tomato") || id.includes("paste"))) flavorTokens.push("tomato");
-  if (ings.some((id) => id.includes("garlic") || id.includes("onion"))) flavorTokens.push("aromatic");
-  if (ings.some((id) => id.includes("lemon") || id.includes("lime"))) flavorTokens.push("citrus");
-  if (ings.some((id) => id.includes("dill") || id.includes("parsley") || id.includes("basil")))
-    flavorTokens.push("herb");
-  if (ings.some((id) => id.includes("ginger") || id.includes("soy"))) flavorTokens.push("asian");
-  if (ings.some((id) => id.includes("coconut"))) flavorTokens.push("coconut");
-  if (ings.some((id) => id.includes("cheese") || id.includes("feta") || id.includes("halloumi")))
-    flavorTokens.push("cheese");
-  if (flavorTokens.length === 0) flavorTokens.push("savory");
-
-  // Metod
-  const firstStep = c.steps[0]?.instructionSv.toLowerCase() ?? "";
-  let method = "stovetop";
-  if (firstStep.includes("ugn") || firstStep.includes("baka") || firstStep.includes("gratin"))
-    method = "oven";
-  else if (firstStep.includes("wok") || firstStep.includes("woka")) method = "wok";
-  else if (firstStep.includes("grill")) method = "grill";
-  else if (firstStep.includes("koka") && firstStep.includes("soppa")) method = "simmer";
-  else if (firstStep.includes("ånga")) method = "steam";
-
-  return {
-    cuisine: c.cuisine ?? "swedish",
-    ...(proteinId ? { protein: proteinId.replace(/_/g, " ") } : {}),
-    ...(carbId ? { carbohydrate: carbId.replace(/_/g, " ") } : {}),
-    vegetables: vegIds.map((id) => id.replace(/_/g, " ")),
-    flavorProfile: flavorTokens.join(", "),
-    spiceLevel: c.spiceLevel,
-    method,
-    timeMinutes: c.prepTimeMinutes + c.cookTimeMinutes,
-    calories: vr.nutritionPerPortion?.kcal ?? 0,
-    proteinGrams: Math.round(vr.nutritionPerPortion?.proteinG ?? 0),
-  };
-}
-
-function estimateCostUsd(targets: PipelineTarget[]): number {
-  const total = targets.reduce((s, t) => s + t.count, 0);
-  return total * 0.003; // pessimistisk uppskattning per kandidat
-}
-
-// ── 6. DB-dedup-lookup ─────────────────────────────────────────────────────
-class DbSimilarityLookup implements SimilarityLookup {
-  private knownTitles: Set<string>;
-  private sessionTitles: Set<string> = new Set();
-
-  constructor(existingTitles: Set<string>) {
-    this.knownTitles = existingTitles;
+function shuffle<T>(arr: T[]): T[] {
+  const a = [...arr];
+  for (let i = a.length - 1; i > 0; i--) {
+    const j = Math.floor(Math.random() * (i + 1));
+    [a[i], a[j]] = [a[j], a[i]];
  }
+  return a;
+}

-  async hasSimilarity(title: string): Promise<boolean> {
-    const key = title.toLowerCase().trim();
-    if (this.knownTitles.has(key)) return true;
-    if (this.sessionTitles.has(key)) return true;
-    this.sessionTitles.add(key);
-    return false;
+function formatRecipeMarkdown(r: SeededRecipe, idx: number): string {
+  const lines: string[] = [];
+  lines.push(`## ${idx + 1}. ${r.titleSv}`);
+  lines.push(`**Status:** ${r.status} | **Kök:** ${r.cuisine} | **Portioner:** ${r.portions}`);
+  lines.push(`**Tid:** ${r.prepTimeMinutes} min prep + ${r.cookTimeMinutes} min kok = ${r.totalTimeMinutes} min`);
+  lines.push(`**Allergener:** ${r.allergens.join(", ") || "inget"}`);
+  lines.push(`**Näring/portion:** ${r.nutritionText}`);
+  lines.push("");
+  lines.push(r.descriptionSv);
+  lines.push("");
+  lines.push("### Ingredienser");
+  for (const ing of r.ingredients) {
+    lines.push(`- ${ing.displayNameSv}: ${ing.quantity} ${ing.unit}${ing.optional ? " (valfri)" : ""}`);
  }
-}
-
-// ── 7. Seed-verified-recept till DB ────────────────────────────────────────
-async function seedVerifiedRecipes(results: VerificationResult[]): Promise<number> {
-  let seeded = 0;
-
-  // Hämta eller skapa source registry för AI
-  const [registry] = await db
-    .insert(schema.recipeSourceRegistry)
-    .values({
-      sourceName: "Cibello AI",
-      license: "proprietary",
-      rightToStore: true,
-      rightToModify: true,
-      rightToDisplay: true,
-      attributionRequired: false,
-      commercialUse: true,
-      notes: "AI-genererade recept via Gemini. Genomgår verifieringspipeline.",
-    })
-    .onConflictDoUpdate({
-      target: schema.recipeSourceRegistry.sourceName,
-      set: { updatedAt: new Date() },
-    })
-    .returning();
-
-  const sourceRegistryId = registry?.id ?? null;
-
-  for (const vr of results) {
-    if (vr.status !== "verified" || !vr.nutritionPerPortion) continue;
-
-    const c = vr.candidate;
-    const slug = slugify(c.titleSv);
-
-    // Kolla om slug redan finns
-    const existing = await db
-      .select({ id: schema.recipes.id })
-      .from(schema.recipes)
-      .where(eq(schema.recipes.slug, slug))
-      .limit(1);
-    if (existing.length > 0) {
-      console.error(`[seed] SKIP: slug ${slug} finns redan i DB`);
-      continue;
-    }
-
-    const dna = inferDna(vr);
-
-    const [row] = await db
-      .insert(schema.recipes)
-      .values({
-        slug,
-        titleSv: c.titleSv,
-        descriptionSv: c.descriptionSv,
-        cuisine: (c.cuisine as any) ?? "swedish",
-        mealTypes: c.mealTypes as any,
-        tags: [],
-        methods: [dna.method],
-        equipment: [],
-        difficulty: "easy",
-        prepTimeMinutes: c.prepTimeMinutes,
-        cookTimeMinutes: c.cookTimeMinutes,
-        totalTimeMinutes: c.prepTimeMinutes + c.cookTimeMinutes,
-        portions: c.portions,
-        nutritionPerPortion: vr.nutritionPerPortion,
-        allergens: vr.allergens as Allergen[],
-        spiceLevel: c.spiceLevel,
-        storageGuidanceSv: c.storageGuidanceSv,
-        mealPrepFriendly: c.mealPrepFriendly,
-        freezerFriendly: c.freezerFriendly,
-        dna,
-        variantType: "standard",
-        status: "draft",
-        verificationStatus: "verified",
-        sourceType: "ai_generated" as any,
-        sourceRegistryId,
-        creatorDisplayName: "Cibello AI",
-        imageUrls: [],
-      })
-      .returning();
-
-    const recipeId = row!.id;
-
-    await db.insert(schema.recipeIngredients).values(
-      c.ingredients.map((ing, idx) => ({
-        recipeId,
-        canonicalIngredientId: ing.canonicalIngredientId,
-        displayNameSv: ing.displayNameSv,
-        quantity: ing.quantity,
-        unit: ing.unit as any,
-        note: ing.note,
-        optional: ing.optional,
-        sortOrder: idx,
-      })),
-    );
-
-    await db.insert(schema.recipeSteps).values(
-      c.steps.map((step, idx) => ({
-        recipeId,
-        stepNumber: idx + 1,
-        instructionSv: step.instructionSv,
-        timerSeconds: step.timerSeconds,
-        temperatureC: step.temperatureC,
-        tip: step.tip,
-      })),
-    );
-
-    seeded++;
+  lines.push("");
+  lines.push("### Steg");
+  for (const s of r.steps) {
+    lines.push(`${s.stepNumber}. ${s.instructionSv}${s.temperatureC ? ` (${s.temperatureC}°C)` : ""}`);
  }
-
-  return seeded;
+  if (r.flagReasons.length) {
+    lines.push("");
+    lines.push(`**Flaggat:** ${r.flagReasons.join("; ")}`);
+  }
+  lines.push("");
+  return lines.join("\n");
 }

-// ── 8. Stickprov ───────────────────────────────────────────────────────────
-function saveSamples(results: VerificationResult[], batchIdx: number) {
-  const verified = results.filter((r) => r.status === "verified");
-  const sampleCount = Math.max(1, Math.round(verified.length * 0.15));
-  const shuffled = [...verified].sort(() => Math.random() - 0.5);
-  const samples = shuffled.slice(0, sampleCount);
-
-  const flagged: Array<{ title: string; reason: string }> = [];
-
-  const markdown = samples
-    .map((vr, idx) => {
-      const c = vr.candidate;
-      const nut = vr.nutritionPerPortion;
-      const flags: string[] = [];
-      if (nut && nut.kcal > 900) flags.push("MYCKET HÖG kcal (>900)");
-      if (nut && nut.kcal < 150) flags.push("MYCKET LÅG kcal (<150)");
-      if (c.ingredients.length < 5) flags.push("FÅ ingredienser (<5)");
-      const edgeAllergens = vr.allergens.filter(
-        (a) => ["peanuts", "tree_nuts", "crustaceans", "molluscs", "sesame", "lupin"].includes(a),
-      );
-      if (edgeAllergens.length > 0) flags.push(`Kant-allergener: ${edgeAllergens.join(", ")}`);
-
-      if (flags.length > 0) {
-        flagged.push({ title: c.titleSv, reason: flags.join("; ") });
-      }
-
-      return [
-        `## ${idx + 1}. ${c.titleSv}`,
-        `**Beskrivning:** ${c.descriptionSv}`,
-        `**Tid:** ${c.prepTimeMinutes} min prep + ${c.cookTimeMinutes} min kok = ${c.totalTimeMinutes} min`,
-        `**Portioner:** ${c.portions} | **Krydda:** ${c.spiceLevel}/3`,
-        `**Näring/portion:** ${nut ? `${nut.kcal} kcal, P ${Math.round(nut.proteinG)}g, K ${Math.round(nut.carbsG)}g, F ${Math.round(nut.fatG)}g` : "OKÄND"}`,
-        `**Allergener:** ${vr.allergens.join(", ") || "-"}`,
-        `**Flaggor:** ${flags.join("; ") || "-"}`,
-        `**Ingredienser:**`,
-        ...c.ingredients.map((i) => `- ${i.displayNameSv}: ${i.quantity} ${i.unit}${i.optional ? " (valfri)" : ""}`),
-        `**Steg:**`,
-        ...c.steps.map((s) => `${s.stepNumber}. ${s.instructionSv}${s.temperatureC ? ` (${s.temperatureC}°C)` : ""}${s.timerSeconds ? ` [${Math.round(s.timerSeconds / 60)} min]` : ""}`),
-        `---`,
-      ].join("\n");
-    })
-    .join("\n\n");
-
-  const header = `# Stickprov – Batch ${batchIdx}\n\n*${new Date().toISOString()}* | ${samples.length} av ${verified.length} verifierade recept\n\n`;
-  const flaggedSection =
-    flagged.length > 0
-      ? `## ⚠️ Flagga-recept\n\n${flagged.map((f) => `- **${f.title}:** ${f.reason}`).join("\n")}\n\n`
-      : "## Inga avvikelser flaggade\n\n";
-
-  writeFileSync(join(REPORT_DIR, `stickprov-batch-${batchIdx}.md`), header + flaggedSection + markdown);
-  return { sampleCount, flaggedCount: flagged.length };
+interface SeededRecipe {
+  id: string;
+  titleSv: string;
+  slug: string;
+  descriptionSv: string;
+  cuisine: string;
+  status: string;
+  portions: number;
+  prepTimeMinutes: number;
+  cookTimeMinutes: number;
+  totalTimeMinutes: number;
+  allergens: string[];
+  nutritionText: string;
+  ingredients: { displayNameSv: string; quantity: number; unit: string; optional: boolean; canonicalIngredientId: string }[];
+  steps: { stepNumber: number; instructionSv: string; temperatureC: number | null }[];
+  flagReasons: string[];
 }

-// ── 9. Kör en batch ────────────────────────────────────────────────────────
-async function runBatch(batchIdx: number): Promise<{
+interface BatchResult {
  batchId: string;
-  candidates: number;
+  targets: PipelineTarget[];
+  generated: number;
  verified: number;
  unverified: number;
  rejected: number;
-  deduped: number;
+  duplicate: number;
  seeded: number;
  costUsd: number;
-}> {
-  const targets = BATCHES[batchIdx];
-  if (!targets) throw new Error(`Batch ${batchIdx} finns inte (0–${BATCHES.length - 1})`);
-
-  const budgetState = getBudgetState();
-  const estimatedCost = estimateCostUsd(targets);
-
-  console.error(`[scale-batch] === BATCH ${batchIdx} ===`);
-  console.error(`[scale-batch] Mål: ${targets.length} celler, ~${targets.reduce((s, t) => s + t.count, 0)} recept`);
-  console.error(`[scale-batch] Uppskattad kostnad: $${estimatedCost.toFixed(4)}`);
-  console.error(`[scale-batch] Budget kvar: $${(BUDGET_USD - budgetState.spentUsd).toFixed(4)} / $${BUDGET_USD}`);
-
-  if (budgetState.spentUsd + estimatedCost > PAUSE_THRESHOLD_USD) {
-    console.error(`[scale-batch] BUDGET-PAUS: skulle överskrida 90 % av dagsbudget.`);
-    console.error(`[scale-batch] Avbryter. Återställ budget imorgon eller höj GEMINI_DAILY_BUDGET_USD.`);
-    process.exit(0);
-  }
-
-  const client = createAamosClient(process.env);
-  const existingTitles = await fetchExistingTitles();
-  const similarity = new DbSimilarityLookup(existingTitles);
-
-  console.error(`[scale-batch] Kända titlar i DB: ${existingTitles.size}`);
-
-  const result = await runPipeline(
-    client,
-    targets,
-    catalog,
-    ingredientLookup,
-    similarity,
-    { maxPrepTimeMinutes: 30, maxCookTimeMinutes: 45, portions: 4 },
-  );
-
-  const costUsd = result.geminiResult.costUsd ?? 0;
-  budgetState.spentUsd += costUsd;
-  saveBudgetState(budgetState);
-
-  // Räkna dedup
-  const deduped = result.verificationResults.filter((r) =>
-    r.reasons.some((reason) => reason.includes("dubblett")),
-  ).length;
-
-  const verified = result.verificationResults.filter((r) => r.status === "verified");
-
-  console.error(`[scale-batch] Gemini: ${result.geminiResult.status}, kostnad: $${costUsd.toFixed(4)}`);
-  console.error(`[scale-batch] Kandidater: ${result.candidates.length}, Verified: ${result.verifiedCount}, Unverified: ${result.unverifiedCount}, Rejected: ${result.rejectedCount}, Deduped: ${deduped}`);
-
-  if (result.geminiResult.error) {
-    console.error(`[scale-batch] Gemini-fel: ${result.geminiResult.error}`);
-  }
-
-  // Seed verified till DB
-  let seeded = 0;
-  if (!dryRun && verified.length > 0) {
-    seeded = await seedVerifiedRecipes(verified);
-    console.error(`[scale-batch] Seedade ${seeded} recept till DB`);
-  } else if (dryRun) {
-    console.error(`[scale-batch] DRY RUN – inget seedas`);
-  }
-
-  // Stickprov
-  const sampleInfo = saveSamples(result.verificationResults, batchIdx);
-  console.error(`[scale-batch] Stickprov: ${sampleInfo.sampleCount} recept, ${sampleInfo.flaggedCount} flaggade`);
-
-  // Spara batch-rapport
-  const batchReport = {
-    batchId: `scale-${Date.now()}-b${batchIdx}`,
-    batchIndex: batchIdx,
-    generatedAt: new Date().toISOString(),
-    dryRun,
-    targets,
-    geminiStatus: result.geminiResult.status,
-    geminiCostUsd: costUsd,
-    candidatesGenerated: result.candidates.length,
-    verifiedCount: result.verifiedCount,
-    unverifiedCount: result.unverifiedCount,
-    rejectedCount: result.rejectedCount,
-    dedupedCount: deduped,
-    seededCount: seeded,
-    sampleCount: sampleInfo.sampleCount,
-    flaggedCount: sampleInfo.flaggedCount,
-    candidates: result.verificationResults.map((r) => ({
-      title: r.candidate.titleSv,
-      status: r.status,
-      reasons: r.reasons,
-      allergens: r.allergens,
-      nutritionPerPortion: r.nutritionPerPortion,
-    })),
-  };
-
-  writeFileSync(
-    join(REPORT_DIR, `batch-${batchIdx}-report.json`),
-    JSON.stringify(batchReport, null, 2),
-  );
-
-  return {
-    batchId: batchReport.batchId,
-    candidates: result.candidates.length,
-    verified: result.verifiedCount,
-    unverified: result.unverifiedCount,
-    rejected: result.rejectedCount,
-    deduped,
-    seeded,
-    costUsd,
-  };
+  sample: SeededRecipe[];
 }

-// ── 10. Huvudloop ──────────────────────────────────────────────────────────
+// ── 4. Huvudflöde ──────────────────────────────────────────────────────────
 async function main() {
-  const indicesToRun = runAll ? BATCHES.map((_, i) => i) : [batchIndex!];
+  const dbUrl = process.env.DATABASE_URL;
+  if (!dbUrl) {
+    console.error("[scale-batch] DATABASE_URL saknas");
+    process.exit(1);
+  }

-  const summary: Array<{
-    batch: number;
-    candidates: number;
-    verified: number;
-    unverified: number;
-    rejected: number;
-    deduped: number;
-    seeded: number;
-    costUsd: number;
-  }> = [];
+  const { db, pool } = createDatabase(dbUrl);
+  const client = createAamosClient(process.env);

-  for (const idx of indicesToRun) {
-    try {
-      const report = await runBatch(idx);
-      summary.push({ batch: idx, ...report });
-    } catch (err) {
-      console.error(`[scale-batch] Batch ${idx} misslyckades:`, err);
-      summary.push({
-        batch: idx,
-        candidates: 0,
+  console.error(`[scale-batch] Startar STEG 2: ${TOTAL_TARGETS} mål, batchar om ~${BATCH_SIZE}`);
+  console.error(`[scale-batch] Katalog: ${catalog.length} ingredienser`);
+
+  // Ladda befintliga titlar för dedup
+  const existingRecipes = await db.query.recipes.findMany({
+    columns: { id: true, titleSv: true },
+  });
+  const knownTitles = new Set(existingRecipes.map((r) => normalizeTitle(r.titleSv)));
+  const knownSlugs = new Set(existingRecipes.map((r) => r.slug));
+  console.error(`[scale-batch] Befintliga recept i DB: ${existingRecipes.length}`);
+
+  // Ladda befintliga similarities (vi kommer bara skriva nya, men bra att ha om vi vill kolla)
+  // För närvarande räcker titel-dedup för STEG 2.
+
+  const similarityLookup: SimilarityLookup = {
+    async hasSimilarity(title: string) {
+      return knownTitles.has(normalizeTitle(title));
+    },
+  };
+
+  // Dela upp targets i batchar
+  const batches: PipelineTarget[][] = [];
+  let currentBatch: PipelineTarget[] = [];
+  let currentCount = 0;
+  for (const t of ACTIVE_TARGETS) {
+    if (currentCount + t.count > BATCH_SIZE && currentBatch.length > 0) {
+      batches.push(currentBatch);
+      currentBatch = [];
+      currentCount = 0;
+    }
+    currentBatch.push(t);
+    currentCount += t.count;
+  }
+  if (currentBatch.length) batches.push(currentBatch);
+  console.error(`[scale-batch] ${batches.length} batchar planerade`);
+
+  const batchResults: BatchResult[] = [];
+  const allSeeded: SeededRecipe[] = [];
+  let totalCost = 0;
+  let totalGenerated = 0;
+  let totalVerified = 0;
+  let totalUnverified = 0;
+  let totalRejected = 0;
+  let totalDuplicate = 0;
+  let totalSeeded = 0;
+
+  for (let batchIdx = 0; batchIdx < batches.length; batchIdx++) {
+    const batchTargets = batches[batchIdx]!;
+    const batchId = `steg2-batch-${batchIdx + 1}-${Date.now()}`;
+    console.error(`\n[scale-batch] Batch ${batchIdx + 1}/${batches.length} (${batchTargets.reduce((s, t) => s + t.count, 0)} recept)`);
+
+    const result = await runPipeline(
+      client,
+      batchTargets,
+      catalog,
+      ingredientLookup,
+      similarityLookup,
+      { maxPrepTimeMinutes: 30, maxCookTimeMinutes: 45, portions: 4 },
+    );
+
+    totalGenerated += result.candidates.length;
+    totalVerified += result.verifiedCount;
+    totalUnverified += result.unverifiedCount;
+    totalRejected += result.rejectedCount;
+    totalCost += result.geminiResult.costUsd ?? 0;
+
+    if (result.geminiResult.status !== "ok" || result.candidates.length === 0) {
+      console.error(`[scale-batch] Batch ${batchIdx + 1} gav inga kandidater: ${result.geminiResult.error ?? "ok utan output"}`);
+      batchResults.push({
+        batchId,
+        targets: batchTargets,
+        generated: 0,
        verified: 0,
        unverified: 0,
        rejected: 0,
-        deduped: 0,
+        duplicate: 0,
        seeded: 0,
-        costUsd: 0,
+        costUsd: result.geminiResult.costUsd ?? 0,
+        sample: [],
      });
+      continue;
    }
+
+    // Seed verified kandidater som inte är dubbletter
+    let batchDuplicate = 0;
+    let batchSeeded = 0;
+    const batchSeededRecipes: SeededRecipe[] = [];
+
+    for (let i = 0; i < result.candidates.length; i++) {
+      const candidate = result.candidates[i]!;
+      const v = result.verificationResults[i]!;
+
+      if (v.status !== "verified") continue;
+
+      const titleNorm = normalizeTitle(candidate.titleSv);
+      if (knownTitles.has(titleNorm)) {
+        batchDuplicate++;
+        continue;
+      }
+
+      let slug = toSlug(candidate.titleSv);
+      if (knownSlugs.has(slug)) {
+        slug = `${slug}-${randomUUID().slice(0, 8)}`;
+      }
+      knownSlugs.add(slug);
+      knownTitles.add(titleNorm);
+
+      const recipeId = randomUUID();
+      const nutrition = v.nutritionPerPortion ?? {
+        kcal: 0, proteinG: 0, carbsG: 0, fatG: 0,
+        saturatedFatG: 0, fiberG: 0, sugarG: 0, saltG: 0,
+      };
+
+      try {
+        await db.insert(schema.recipes).values({
+          id: recipeId,
+          slug,
+          titleSv: candidate.titleSv,
+          descriptionSv: candidate.descriptionSv,
+          cuisine: normalizeCuisine(candidate.cuisine),
+          mealTypes: candidate.mealTypes,
+          tags: [],
+          methods: [],
+          equipment: [],
+          prepTimeMinutes: candidate.prepTimeMinutes,
+          cookTimeMinutes: candidate.cookTimeMinutes,
+          totalTimeMinutes: candidate.totalTimeMinutes,
+          portions: candidate.portions,
+          nutritionPerPortion: nutrition,
+          allergens: v.allergens,
+          spiceLevel: candidate.spiceLevel,
+          storageGuidanceSv: candidate.storageGuidanceSv ?? null,
+          mealPrepFriendly: candidate.mealPrepFriendly,
+          freezerFriendly: candidate.freezerFriendly,
+          dna: {
+            cuisine: normalizeCuisine(candidate.cuisine) as "swedish",
+            protein: candidate.ingredients.find((i) => {
+              const ing = ingredientLookup.getById(i.canonicalIngredientId);
+              return ing && (ing.isBeef || ing.isPork || ["chicken_breast", "chicken_thigh", "salmon", "cod", "shrimp", "tofu", "red_lentils", "chickpeas_canned", "black_beans_canned", "minced_beef", "minced_mixed"].includes(i.canonicalIngredientId));
+            })?.canonicalIngredientId,
+            carbohydrate: candidate.ingredients.find((i) => ["rice_white", "pasta_dry", "potato"].includes(i.canonicalIngredientId))?.canonicalIngredientId,
+            vegetables: candidate.ingredients.filter((i) => {
+              const ing = ingredientLookup.getById(i.canonicalIngredientId);
+              return ing?.category === "gronsaker" || ["tomato", "zucchini", "paprika", "carrot", "spinach", "onion", "garlic"].includes(i.canonicalIngredientId);
+            }).map((i) => i.canonicalIngredientId),
+            flavorProfile: inferDietTags(candidate),
+            spiceLevel: candidate.spiceLevel,
+            method: "stovetop",
+            timeMinutes: candidate.totalTimeMinutes,
+            calories: Math.round(nutrition.kcal),
+            proteinGrams: Math.round(nutrition.proteinG),
+          },
+          variantType: "standard",
+          status: "draft",
+          verificationStatus: "verified",
+          sourceType: "ai_assisted_reviewed",
+          creatorDisplayName: "Cibello AI",
+        });
+      } catch (err: any) {
+        if (err?.message?.includes("recipes_slug_unique") || err?.code === "23505") {
+          batchDuplicate++;
+          continue;
+        }
+        throw err;
+      }
+
+      for (let ingIdx = 0; ingIdx < candidate.ingredients.length; ingIdx++) {
+        const ing = candidate.ingredients[ingIdx]!;
+        await db.insert(schema.recipeIngredients).values({
+          recipeId,
+          canonicalIngredientId: ing.canonicalIngredientId,
+          displayNameSv: ing.displayNameSv,
+          quantity: ing.quantity,
+          unit: ing.unit,
+          note: ing.note ?? null,
+          optional: ing.optional,
+          sortOrder: ingIdx,
+        });
+      }
+
+      for (let stepIdx = 0; stepIdx < candidate.steps.length; stepIdx++) {
+        const step = candidate.steps[stepIdx]!;
+        await db.insert(schema.recipeSteps).values({
+          recipeId,
+          stepNumber: step.stepNumber,
+          instructionSv: step.instructionSv,
+          timerSeconds: step.timerSeconds,
+          temperatureC: step.temperatureC,
+          tip: step.tip ?? null,
+        });
+      }
+
+      const flagReasons = flagRecipe(candidate, nutrition);
+      const seededRecipe: SeededRecipe = {
+        id: recipeId,
+        titleSv: candidate.titleSv,
+        slug,
+        descriptionSv: candidate.descriptionSv,
+        cuisine: normalizeCuisine(candidate.cuisine),
+        status: "verified",
+        portions: candidate.portions,
+        prepTimeMinutes: candidate.prepTimeMinutes,
+        cookTimeMinutes: candidate.cookTimeMinutes,
+        totalTimeMinutes: candidate.totalTimeMinutes,
+        allergens: v.allergens,
+        nutritionText: `${Math.round(nutrition.kcal)} kcal, P ${nutrition.proteinG.toFixed(1)}g, K ${nutrition.carbsG.toFixed(1)}g, F ${nutrition.fatG.toFixed(1)}g`,
+        ingredients: candidate.ingredients.map((ing) => ({
+          displayNameSv: ing.displayNameSv,
+          quantity: ing.quantity,
+          unit: ing.unit,
+          optional: ing.optional,
+          canonicalIngredientId: ing.canonicalIngredientId,
+        })),
+        steps: candidate.steps.map((s) => ({
+          stepNumber: s.stepNumber,
+          instructionSv: s.instructionSv,
+          temperatureC: s.temperatureC,
+        })),
+        flagReasons,
+      };
+      batchSeededRecipes.push(seededRecipe);
+      allSeeded.push(seededRecipe);
+      batchSeeded++;
+    }
+
+    totalDuplicate += batchDuplicate;
+    totalSeeded += batchSeeded;
+
+    // Stickprov: ~15% slumpat av denna batchs seeded recept
+    const sampleSize = Math.max(1, Math.round(batchSeededRecipes.length * 0.15));
+    const sample = shuffle(batchSeededRecipes).slice(0, sampleSize);
+
+    batchResults.push({
+      batchId,
+      targets: batchTargets,
+      generated: result.candidates.length,
+      verified: result.verifiedCount,
+      unverified: result.unverifiedCount,
+      rejected: result.rejectedCount,
+      duplicate: batchDuplicate,
+      seeded: batchSeeded,
+      costUsd: result.geminiResult.costUsd ?? 0,
+      sample,
+    });
+
+    // Logga varför unverified recept misslyckades (för debugging / prompt-förbättring)
+    for (let i = 0; i < result.candidates.length; i++) {
+      const v = result.verificationResults[i]!;
+      if (v.status === "unverified" && v.reasons.length > 0) {
+        console.error(`[scale-batch]   unverified: "${result.candidates[i]!.titleSv}" => ${v.reasons.join("; ")}`);
+      }
+    }
+
+    console.error(`[scale-batch] Batch ${batchIdx + 1} klar: gen=${result.candidates.length}, ver=${result.verifiedCount}, unv=${result.unverifiedCount}, rej=${result.rejectedCount}, dup=${batchDuplicate}, seeded=${batchSeeded}, cost=$${(result.geminiResult.costUsd ?? 0).toFixed(4)}`);
  }

-  // Spara slutlig sammanfattning
-  const totalCost = summary.reduce((s, r) => s + r.costUsd, 0);
-  const totalCandidates = summary.reduce((s, r) => s + r.candidates, 0);
-  const totalVerified = summary.reduce((s, r) => s + r.verified, 0);
-  const totalUnverified = summary.reduce((s, r) => s + r.unverified, 0);
-  const totalRejected = summary.reduce((s, r) => s + r.rejected, 0);
-  const totalDeduped = summary.reduce((s, r) => s + r.deduped, 0);
-  const totalSeeded = summary.reduce((s, r) => s + r.seeded, 0);
+  // ── 5. Spara stickprov ────────────────────────────────────────────────────
+  const publicDir = "/mnt/c/Users/Public";
+  const sampleRecipes = shuffle(allSeeded).slice(0, Math.max(1, Math.round(allSeeded.length * 0.15)));
+  const sampleMarkdown = [
+    "# Cibello STEG 2 – Stickprov för smakkoll",
+    `Genererad: ${new Date().toISOString()}`,
+    `Totalt seedade: ${allSeeded.length}`,
+    `Stickprov: ${sampleRecipes.length}`,
+    "",
+    ...sampleRecipes.map((r, i) => formatRecipeMarkdown(r, i)),
+  ].join("\n");
+  await fs.writeFile(path.join(publicDir, "cibello-steg2-sample.md"), sampleMarkdown, "utf-8");

-  const finalReport = {
-    runId: `scale-run-${Date.now()}`,
+  // ── 6. Slutrapport ────────────────────────────────────────────────────────
+  const report = {
+    runId: `steg2-${Date.now()}`,
    generatedAt: new Date().toISOString(),
-    dryRun,
-    budgetLimitUsd: BUDGET_USD,
+    totalTargets: TOTAL_TARGETS,
+    batches: batchResults.length,
+    totalGenerated,
+    totalVerified,
+    totalUnverified,
+    totalRejected,
+    totalDuplicate,
+    totalSeeded,
    totalCostUsd: totalCost,
-    summary: {
-      batchesRun: summary.length,
-      totalCandidates,
-      totalVerified,
-      totalUnverified,
-      totalRejected,
-      totalDeduped,
-      totalSeeded,
-    },
-    perBatch: summary,
+    batchSummary: batchResults.map((b) => ({
+      batchId: b.batchId,
+      targets: b.targets.reduce((s, t) => s + t.count, 0),
+      generated: b.generated,
+      verified: b.verified,
+      unverified: b.unverified,
+      rejected: b.rejected,
+      duplicate: b.duplicate,
+      seeded: b.seeded,
+      costUsd: b.costUsd,
+      sampleSize: b.sample.length,
+    })),
+    coverageMatrix: buildCoverageMatrix(allSeeded),
  };

-  writeFileSync(join(REPORT_DIR, "final-report.json"), JSON.stringify(finalReport, null, 2));
+  await fs.writeFile(
+    path.join(publicDir, "cibello-steg2-report.json"),
+    JSON.stringify(report, null, 2),
+    "utf-8",
+  );

-  console.log(JSON.stringify(finalReport, null, 2));
+  // Skriv också till workspace för enkel åtkomst
+  await fs.writeFile(
+    "/home/dator_ubuntujpb/.openclaw/workspace/cibello-steg2-report.json",
+    JSON.stringify(report, null, 2),
+    "utf-8",
+  );

-  console.error("\n# Scale-batch sammanfattning\n");
-  console.error(`- Batchar körda: ${summary.length}`);
-  console.error(`- Kandidater genererade: ${totalCandidates}`);
+  console.error("\n# STEG 2 – Slutrapport\n");
+  console.error(`- Batchar: ${batchResults.length}`);
+  console.error(`- Genererade kandidater: ${totalGenerated}`);
  console.error(`- Verified: ${totalVerified}`);
  console.error(`- Unverified: ${totalUnverified}`);
  console.error(`- Rejected: ${totalRejected}`);
-  console.error(`- Deduped: ${totalDeduped}`);
-  console.error(`- Seedade till DB: ${totalSeeded}`);
+  console.error(`- Dubbletter: ${totalDuplicate}`);
+  console.error(`- Seedade i DB: ${totalSeeded}`);
  console.error(`- Total Gemini-kostnad: $${totalCost.toFixed(4)}`);
-  console.error(`- Budget kvar: $${(BUDGET_USD - totalCost).toFixed(4)} / $${BUDGET_USD}`);
+  console.error(`- Stickprov: ${sampleRecipes.length} recept → ${publicDir}\\cibello-steg2-sample.md`);
+  console.error(`- Rapport: ${publicDir}\\cibello-steg2-report.json`);

-  await pool.end();
+  await closeDatabase();
+}
+
+function inferDietTags(candidate: RecipeCandidate): string[] {
+  const tags: string[] = [];
+  const ingIds = new Set(candidate.ingredients.map((i) => i.canonicalIngredientId));
+  const ings = candidate.ingredients.map((i) => ingredientLookup.getById(i.canonicalIngredientId)).filter(Boolean);
+  const allVegan = ings.every((i) => i?.isVegan);
+  const allVegetarian = ings.every((i) => i?.isVegetarian);
+  const noGluten = ings.every((i) => !i?.containsGluten);
+  const noLactose = ings.every((i) => !i?.containsLactose);
+  if (allVegan) tags.push("vegan");
+  else if (allVegetarian) tags.push("vegetarian");
+  if (noGluten) tags.push("gluten_free");
+  if (noLactose) tags.push("lactose_free");
+  return tags;
+}
+
+function flagRecipe(candidate: RecipeCandidate, nutrition: { kcal: number }): string[] {
+  const reasons: string[] = [];
+  if (nutrition.kcal > 1000) reasons.push("hög kalorihalt");
+  if (nutrition.kcal < 150) reasons.push("låg kalorihalt");
+  if (candidate.ingredients.length < 4) reasons.push("få ingredienser");
+  const riskyAllergens = ["peanuts", "tree_nuts", "shellfish", "crustaceans", "fish", "milk", "gluten", "eggs"];
+  const ingIds = new Set(candidate.ingredients.map((i) => i.canonicalIngredientId));
+  for (const id of ingIds) {
+    const ing = ingredientLookup.getById(id);
+    if (ing?.allergens.some((a) => riskyAllergens.includes(a))) {
+      reasons.push("kant-allergener");
+      break;
+    }
+  }
+  return reasons;
+}
+
+function buildCoverageMatrix(seeded: SeededRecipe[]) {
+  const mainIngredientIds = new Set(ACTIVE_TARGETS.map((t) => t.mainIngredientId));
+  const matrix: Record<string, Record<string, number>> = {};
+
+  for (const r of seeded) {
+    // Hitta den mest sannolika huvudingrediensen: första ingrediensen som är en target-huvudingrediens
+    const mainId = r.ingredients.find((i) => mainIngredientIds.has(i.canonicalIngredientId))?.canonicalIngredientId;
+    if (!mainId) continue;
+
+    // Härled dietvariant från ingredienserna
+    const ings = r.ingredients.map((i) => ingredientLookup.getById(i.canonicalIngredientId)).filter(Boolean);
+    const isVegan = ings.every((i) => i?.isVegan);
+    const isVegetarian = ings.every((i) => i?.isVegetarian);
+    const isGlutenFree = ings.every((i) => !i?.containsGluten);
+    const isLactoseFree = ings.every((i) => !i?.containsLactose);
+    let diet = "standard";
+    if (isVegan) diet = "vegan";
+    else if (isVegetarian) diet = "vegetarian";
+    if (isGlutenFree && !isVegan && !isVegetarian) diet = "gluten_free";
+    if (isLactoseFree && !isVegan && !isVegetarian && !isGlutenFree) diet = "lactose_free";
+
+    matrix[mainId] ??= {};
+    matrix[mainId]![diet] = (matrix[mainId]![diet] ?? 0) + 1;
+  }
+
+  return matrix;
 }

 main().catch((err) => {
  console.error("[scale-batch] Fatal:", err);
-  pool.end().catch(() => {});
  process.exit(1);
 });
@@ -0,0 +1,176 @@
+import { createAamosClient } from "@app/ai-contracts";
+import { SEED_INGREDIENTS } from "@app/database/seed";
+import { createDatabase, closeDatabase, schema } from "@app/database";
+import { runPipeline, type PipelineTarget, type PipelineIngredient } from "@app/recipe-generation";
+import type { CanonicalIngredientLookup, SimilarityLookup, RecipeCandidate } from "@app/recipe-generation";
+import { randomUUID } from "node:crypto";
+
+const VALID_CUISINES = new Set([
+  "swedish", "nordic", "italian", "french", "spanish", "greek", "thai",
+  "chinese", "japanese", "korean", "vietnamese", "indian", "mexican",
+  "american", "turkish", "lebanese", "moroccan", "middle_eastern", "international",
+]);
+
+function normalizeCuisine(raw: string | undefined): string {
+  const c = (raw ?? "swedish").toLowerCase().replace(/[^a-z]/g, "_");
+  if (VALID_CUISINES.has(c)) return c;
+  if (c === "asian") return "international";
+  if (c.includes("swedish") || c.includes("nordic")) return "swedish";
+  if (c.includes("italian")) return "italian";
+  if (c.includes("asian")) return "international";
+  if (c.includes("japan")) return "japanese";
+  if (c.includes("china")) return "chinese";
+  if (c.includes("thai")) return "thai";
+  if (c.includes("indian")) return "indian";
+  if (c.includes("mexican")) return "mexican";
+  if (c.includes("american")) return "american";
+  if (c.includes("mediterranean")) return "greek";
+  return "international";
+}
+
+const catalog: PipelineIngredient[] = SEED_INGREDIENTS.map((i) => ({
+  id: i.id,
+  nameSv: i.nameSv,
+  category: i.category,
+  defaultUnit: i.defaultUnit,
+  isVegan: i.isVegan,
+  isVegetarian: i.isVegetarian,
+  containsGluten: i.containsGluten,
+  containsLactose: i.containsLactose,
+  allergens: i.allergens,
+}));
+
+const ingredientLookup: CanonicalIngredientLookup = {
+  getById(id: string) {
+    const ing = SEED_INGREDIENTS.find((i) => i.id === id);
+    if (!ing) return undefined;
+    return {
+      id: ing.id,
+      nutritionPer100: ing.nutritionPer100,
+      defaultUnit: ing.defaultUnit,
+      densityGPerMl: ing.densityGPerMl ?? null,
+      gramsPerPiece: ing.gramsPerPiece ?? null,
+      allergens: ing.allergens,
+      isVegan: ing.isVegan,
+      isVegetarian: ing.isVegetarian,
+      containsGluten: ing.containsGluten,
+      containsLactose: ing.containsLactose,
+      isPork: ing.isPork,
+      isBeef: ing.isBeef,
+      isAlcohol: ing.isAlcohol,
+    };
+  },
+};
+
+const targets: PipelineTarget[] = [
+  { mealType: "dinner", mainIngredientId: "chicken_breast", dietVariant: "standard", count: 2 },
+  { mealType: "dinner", mainIngredientId: "minced_beef", dietVariant: "standard", count: 2 },
+  { mealType: "dinner", mainIngredientId: "tofu", dietVariant: "vegan", count: 1 },
+];
+
+function inferDietTags(candidate: RecipeCandidate): string[] {
+  const ings = candidate.ingredients.map((i) => ingredientLookup.getById(i.canonicalIngredientId)).filter(Boolean);
+  const tags: string[] = [];
+  const allVegan = ings.every((i) => i?.isVegan);
+  const allVegetarian = ings.every((i) => i?.isVegetarian);
+  const noGluten = ings.every((i) => !i?.containsGluten);
+  const noLactose = ings.every((i) => !i?.containsLactose);
+  if (allVegan) tags.push("vegan");
+  else if (allVegetarian) tags.push("vegetarian");
+  if (noGluten) tags.push("gluten_free");
+  if (noLactose) tags.push("lactose_free");
+  return tags;
+}
+
+async function main() {
+  const dbUrl = process.env.DATABASE_URL;
+  if (!dbUrl) throw new Error("DATABASE_URL saknas");
+  const { db } = createDatabase(dbUrl);
+  const client = createAamosClient(process.env);
+
+  const existing = await db.query.recipes.findMany({ columns: { titleSv: true, slug: true } });
+  const knownTitles = new Set(existing.map((r) => r.titleSv.toLowerCase().replace(/[^a-z0-9åäö]/g, " ")));
+  const knownSlugs = new Set(existing.map((r) => r.slug));
+
+  const similarityLookup: SimilarityLookup = {
+    async hasSimilarity(title: string) {
+      return knownTitles.has(title.toLowerCase().replace(/[^a-z0-9åäö]/g, " "));
+    },
+  };
+
+  console.error("[scale-smoke-test] starting");
+  const result = await runPipeline(
+    client,
+    targets,
+    catalog,
+    ingredientLookup,
+    similarityLookup,
+    { maxPrepTimeMinutes: 30, maxCookTimeMinutes: 45, portions: 4 },
+  );
+
+  console.error(`[scale-smoke-test] generated=${result.candidates.length} verified=${result.verifiedCount} unverified=${result.unverifiedCount} rejected=${result.rejectedCount}`);
+
+  let seeded = 0;
+  for (let i = 0; i < result.candidates.length; i++) {
+    const candidate = result.candidates[i]!;
+    const v = result.verificationResults[i]!;
+    if (v.status !== "verified") continue;
+
+    const slugBase = candidate.titleSv
+      .toLowerCase()
+      .normalize("NFD")
+      .replace(/[\u0300-\u036f]/g, "")
+      .replace(/[^a-z0-9]+/g, "-")
+      .replace(/^-+|-+$/g, "");
+    let slug = slugBase;
+    if (knownSlugs.has(slug)) slug = `${slug}-${randomUUID().slice(0, 8)}`;
+    knownSlugs.add(slug);
+
+    const nutrition = v.nutritionPerPortion ?? { kcal: 0, proteinG: 0, carbsG: 0, fatG: 0, saturatedFatG: 0, fiberG: 0, sugarG: 0, saltG: 0 };
+
+    await db.insert(schema.recipes).values({
+      id: randomUUID(),
+      slug,
+      titleSv: candidate.titleSv,
+      descriptionSv: candidate.descriptionSv,
+      cuisine: normalizeCuisine(candidate.cuisine),
+      mealTypes: candidate.mealTypes,
+      tags: [],
+      methods: [],
+      equipment: [],
+      prepTimeMinutes: candidate.prepTimeMinutes,
+      cookTimeMinutes: candidate.cookTimeMinutes,
+      totalTimeMinutes: candidate.totalTimeMinutes,
+      portions: candidate.portions,
+      nutritionPerPortion: nutrition,
+      allergens: v.allergens,
+      spiceLevel: candidate.spiceLevel,
+      storageGuidanceSv: candidate.storageGuidanceSv ?? null,
+      mealPrepFriendly: candidate.mealPrepFriendly,
+      freezerFriendly: candidate.freezerFriendly,
+      dna: {
+        cuisine: normalizeCuisine(candidate.cuisine),
+        protein: candidate.ingredients.find((i) => ["chicken_breast", "chicken_thigh", "minced_beef", "minced_mixed", "salmon", "cod", "shrimp", "tofu", "red_lentils"].includes(i.canonicalIngredientId))?.canonicalIngredientId,
+        carbohydrate: candidate.ingredients.find((i) => ["rice_white", "pasta_dry", "potato"].includes(i.canonicalIngredientId))?.canonicalIngredientId,
+        vegetables: candidate.ingredients.filter((i) => ["tomato", "zucchini", "paprika", "carrot", "spinach", "onion", "garlic"].includes(i.canonicalIngredientId)).map((i) => i.canonicalIngredientId),
+        flavorProfile: inferDietTags(candidate),
+        spiceLevel: candidate.spiceLevel,
+        method: "stovetop",
+        timeMinutes: candidate.totalTimeMinutes,
+        calories: Math.round(nutrition.kcal),
+        proteinGrams: Math.round(nutrition.proteinG),
+      },
+      variantType: "standard",
+      status: "draft",
+      verificationStatus: "verified",
+      sourceType: "ai_assisted_reviewed",
+      creatorDisplayName: "Cibello AI Smoke",
+    });
+    seeded++;
+  }
+
+  console.error(`[scale-smoke-test] seeded=${seeded}`);
+  await closeDatabase();
+}
+
+main().catch((err) => { console.error(err); process.exit(1); });
@@ -93,13 +93,20 @@ const RAW_PROTEIN_REQUIRING_SAFE_COOKING = new Set([
 ]);

 const SAFE_COOKING_KEYWORDS_SV = [
-  /\btemperatur\b/i,
-  /\b°\s*c\b/i,
-  /\bgrader\b/i,
  /\bgenomstekt\b/i,
  /\bgenomkokt\b/i,
  /\bgenomgrillad\b/i,
  /\bgenomv\w+\b/i,
+  /\binte längre rosa\b/i,
+  /\binte rosa\b/i,
+  /\bfiber\w*\b/i,
+  /\bflagnar\b/i,
+  /\bgenomkokt\b/i,
+  /\bkärntemperatur\b/i,
+  /\binnertemperatur\b/i,
+  /\btemperatur\b/i,
+  /\b°\s*c\b/i,
+  /\bgrader\b/i,
  /\btill(?:s)? den är klar\b/i,
  /\btill(?:s)? köttet släpper vätskan\b/i,
  /\b72\s*c?\b/i,
@@ -110,14 +117,31 @@ const SAFE_COOKING_KEYWORDS_SV = [
  /\b70\s*c?\b/i,
 ];

+/** Fraser som INTE räcker som säkerhetsbevis – de beskriver bara utseende/tid. */
+const UNSAFE_APPEARANCE_ONLY_SV = [
+  /\bgyllenbrun\b/i,
+  /\bgyllene\b/i,
+  /\bkrispig\b/i,
+  /\bkrispiga\b/i,
+  /\bfint färg\b/i,
+  /\bfint färgade\b/i,
+  /\bfärgad\b/i,
+  /\bfräsch\b/i,
+  /\bfräscha\b/i,
+];
+
 function requiresSafeCookingStep(ingredientIds: string[]): boolean {
  return ingredientIds.some((id) => RAW_PROTEIN_REQUIRING_SAFE_COOKING.has(id));
 }

 function hasSafeCookingStep(steps: RecipeCandidate["steps"]): boolean {
-  return steps.some((s) =>
-    SAFE_COOKING_KEYWORDS_SV.some((re) => re.test(s.instructionSv)),
-  );
+  return steps.some((s) => {
+    const instruction = s.instructionSv;
+    const hasPositive = SAFE_COOKING_KEYWORDS_SV.some((re) => re.test(instruction));
+    const onlyAppearance = UNSAFE_APPEARANCE_ONLY_SV.some((re) => re.test(instruction)) &&
+      !SAFE_COOKING_KEYWORDS_SV.some((re) => re.test(instruction));
+    return hasPositive && !onlyAppearance;
+  });
 }

 /**
@@ -250,6 +250,22 @@ describe("verifyCandidate", () => {
    expect(result.reasons).not.toContain("Receptet innehåller rått kött/fågel/ägg/fisk men saknar steg för genomstekning/temperatur.");
  });

+  it("markerar unverified när rå fågel bara beskrivs som gyllenbrun (utseende räcker inte)", async () => {
+    const c = makeCandidate({
+      ingredients: [
+        { canonicalIngredientId: "chicken_breast", displayNameSv: "kycklingfilé", quantity: 500, unit: "GRAM", optional: false, note: null },
+        { canonicalIngredientId: "ris", displayNameSv: "ris", quantity: 300, unit: "GRAM", optional: false, note: null },
+      ],
+      steps: [
+        { stepNumber: 1, instructionSv: "Stek kycklingen tills den är gyllenbrun.", timerSeconds: null, temperatureC: null, tip: null },
+        { stepNumber: 2, instructionSv: "Tillsätt ris och koka klart.", timerSeconds: null, temperatureC: null, tip: null },
+      ],
+    });
+    const result = await verifyCandidate(c, mockIngredients, noSimilarity);
+    expect(result.status).toBe("unverified");
+    expect(result.reasons).toContain("Receptet innehåller rått kött/fågel/ägg/fisk men saknar steg för genomstekning/temperatur.");
+  });
+
  it("markerar unverified när rå fågel saknar genomstekningssteg (negativt)", async () => {
    const c = makeCandidate({
      ingredients: [