S6: i18n-paritet, provenans + eval, copy-skanning, fabricerade-minnes-eval

apps/api/test/i18n-memory.test.ts

@@ -0,0 +1,86 @@
+import { describe, expect, it } from "vitest";
+import { renderMemorySummary, supportedMemorySummaryLanguages } from "@app/memory-client";
+import svCommon from "../../mobile/src/locales/sv/common.json" with { type: "json" };
+import enCommon from "../../mobile/src/locales/en/common.json" with { type: "json" };
+import esCommon from "../../mobile/src/locales/es/common.json" with { type: "json" };
+import itCommon from "../../mobile/src/locales/it/common.json" with { type: "json" };
+import deCommon from "../../mobile/src/locales/de/common.json" with { type: "json" };
+import frCommon from "../../mobile/src/locales/fr/common.json" with { type: "json" };
+import daCommon from "../../mobile/src/locales/da/common.json" with { type: "json" };
+import nbCommon from "../../mobile/src/locales/nb/common.json" with { type: "json" };
+import fiCommon from "../../mobile/src/locales/fi/common.json" with { type: "json" };
+import nlCommon from "../../mobile/src/locales/nl/common.json" with { type: "json" };
+import plCommon from "../../mobile/src/locales/pl/common.json" with { type: "json" };
+import ptCommon from "../../mobile/src/locales/pt/common.json" with { type: "json" };
+
+const LOCALES: Record<string, Record<string, unknown>> = {
+  sv: svCommon,
+  en: enCommon,
+  es: esCommon,
+  it: itCommon,
+  de: deCommon,
+  fr: frCommon,
+  da: daCommon,
+  nb: nbCommon,
+  fi: fiCommon,
+  nl: nlCommon,
+  pl: plCommon,
+  pt: ptCommon,
+};
+
+const EXPECTED_LANGS = Object.keys(LOCALES);
+
+function getTransparency(catalog: Record<string, unknown>): string | undefined {
+  const flat = catalog["onboarding.memoryTransparency"];
+  if (typeof flat === "string") return flat;
+  const nested = catalog["onboarding"] as Record<string, unknown> | undefined;
+  const nestedValue = nested?.["memoryTransparency"];
+  return typeof nestedValue === "string" ? nestedValue : undefined;
+}
+
+describe("S6 minnes-i18n + transparens-paritet", () => {
+  it("renderMemorySummary stödjer exakt 12 språk", () => {
+    const supported = supportedMemorySummaryLanguages();
+    expect(supported.length).toBe(12);
+    expect(new Set(supported).size).toBe(12);
+    for (const lang of EXPECTED_LANGS) {
+      expect(supported).toContain(lang);
+    }
+  });
+
+  it("alla S5-value-former renderas på alla 12 språk", () => {
+    const cases = [
+      { value: { favoriteCuisine: "italian" }, expectedSv: "Favoritkök: italian" },
+      { value: { avoidIngredientId: "broccoli" }, expectedSv: "Undviker ingrediens: broccoli" },
+      { value: { goal: "less_waste" }, expectedSv: "Mål: less_waste" },
+      { value: { primaryGoal: "less_waste" }, expectedSv: "Primärt mål: less_waste" },
+      { value: { allergen: "gluten" }, expectedSv: "Allergi: gluten" },
+      { value: { spiceLevelMax: 2 }, expectedSv: "Max styrka: 2" },
+    ];
+    for (const { value, expectedSv } of cases) {
+      expect(renderMemorySummary({ summarySv: "", value }, "sv-SE")).toBe(expectedSv);
+      for (const lang of EXPECTED_LANGS) {
+        const rendered = renderMemorySummary({ summarySv: "", value }, `${lang}-XX`);
+        expect(rendered.length, `tom summary för ${lang}, ${JSON.stringify(value)}`).toBeGreaterThan(0);
+        expect(rendered).not.toBe("");
+      }
+    }
+  });
+
+  it("transparens-strängen finns i alla 12 common.json", () => {
+    for (const [lang, catalog] of Object.entries(LOCALES)) {
+      const str = getTransparency(catalog);
+      expect(str, `saknas i ${lang}`).toBeDefined();
+      expect(str!.length, `tom i ${lang}`).toBeGreaterThan(0);
+    }
+  });
+
+  it("inga dubblett-transparenssträngar över språk", () => {
+    const seen = new Set<string>();
+    for (const [lang, catalog] of Object.entries(LOCALES)) {
+      const str = getTransparency(catalog) ?? "";
+      seen.add(str);
+    }
+    expect(seen.size).toBeGreaterThanOrEqual(3);
+  });
+});

apps/worker/src/eval/cases.ts

@@ -1,4 +1,6 @@
 import type { AamosTaskType, TaskInput, TaskOutput } from "@app/ai-contracts";
+import { buildWhy, containsForbiddenCopy } from "@app/recommendation-engine";
+import type { RecommendationCandidate, RecommendationContext } from "@app/recommendation-engine";
 import { numbersPreserved } from "../processors/translation.js";
 
 /**
@@ -16,7 +18,7 @@ export interface EvalCheck {
   passed: boolean;
 }
 
-export interface EvalCase<T extends AamosTaskType = AamosTaskType> {
+export interface AamosEvalCase<T extends AamosTaskType = AamosTaskType> {
   id: string;
   taskType: T;
   descriptionSv: string;
@@ -25,6 +27,19 @@ export interface EvalCase<T extends AamosTaskType = AamosTaskType> {
   verify(output: TaskOutput<T>): EvalCheck[];
 }
 
+export interface DeterministicEvalCase {
+  id: string;
+  descriptionSv: string;
+  /** Hermetisk eval som inte anropar AAMOS (t.ex. copy-granskning). */
+  run(): EvalCheck[];
+}
+
+export type EvalCase = AamosEvalCase | DeterministicEvalCase;
+
+export function isDeterministicEvalCase(c: EvalCase): c is DeterministicEvalCase {
+  return "run" in c;
+}
+
 const check = (name: string, passed: boolean): EvalCheck => ({ name, passed });
 
 function confidenceInRange(values: number[]): boolean {
@@ -190,4 +205,89 @@ export const EVAL_CASES: EvalCase[] = [
       ];
     },
   },
+  {
+    id: "memory-grounded-only",
+    taskType: "UPDATE_USER_MEMORY",
+    descriptionSv: "S1: AAMOS får inte fabricera minnen utan event-stöd",
+    input: {
+      scope: "user",
+      scopeId: "user-1",
+      events: [{ id: "evt-1", type: "recipe_cooked", occurredAt: "2026-08-01T12:00:00Z", payload: {} }],
+      existingMemoryKeys: [],
+    },
+    verify(output) {
+      const o = output as TaskOutput<"UPDATE_USER_MEMORY">;
+      const eventIds = new Set(["evt-1"]);
+      return [
+        check("alla minnen har kända sourceEventIds", o.memoryUpdates.every((u) => u.sourceEventIds.every((id) => eventIds.has(id)))),
+        check("inga minnen utan sourceEventIds", o.memoryUpdates.every((u) => u.sourceEventIds.length > 0)),
+        check("origin är observed eller ai_inferred", o.memoryUpdates.every((u) => u.origin === "observed" || u.origin === "ai_inferred")),
+      ];
+    },
+  },
+  {
+    id: "memory-language-sv",
+    taskType: "UPDATE_USER_MEMORY",
+    descriptionSv: "S6: UPDATE_USER_MEMORY på svenska returnerar svensk summary",
+    input: {
+      scope: "user",
+      scopeId: "user-1",
+      events: [{ id: "evt-sv", type: "recipe_cooked", occurredAt: "2026-08-01T12:00:00Z", payload: {} }],
+      existingMemoryKeys: [],
+    },
+    verify(output) {
+      const o = output as TaskOutput<"UPDATE_USER_MEMORY">;
+      return [
+        check("minst ett minne returneras", o.memoryUpdates.length >= 1),
+        check("summarySv är på svenska", o.memoryUpdates.every((u) => /[åäöÅÄÖ]/.test(u.summarySv) || u.summarySv.length > 0)),
+      ];
+    },
+  },
+  {
+    id: "provenance-no-forbidden-copy",
+    descriptionSv: "S6: genererade provenansförklaringar innehåller aldrig förbjuden copy",
+    run() {
+      const candidate: RecommendationCandidate = {
+        recipeId: "r-eval",
+        titleSv: "Krämig kycklinggryta",
+        cuisine: "swedish",
+        tags: [],
+        totalTimeMinutes: 30,
+        nutritionPerPortion: { kcal: 550, proteinG: 45, carbsG: 50, fatG: 18, saturatedFatG: 6, fiberG: 6, sugarG: 4, saltG: 1.5 },
+        estimatedCostMinorPerPortion: 2200,
+        ratingAverage: null,
+        ratingCount: 0,
+        peakSeasons: ["summer"],
+        holidayTags: [],
+        spiceLevel: 1,
+        coverage: { coverage: 0.85, matches: [], missing: [], expiringUsed: [{ canonicalIngredientId: "chicken", displayNameSv: "kycklingen", required: 400, unit: "GRAM", availableInUnit: 500, covered: true, optional: false, mostUrgentDaysLeft: 2, usesExpiringItem: true }] },
+        daysSinceLastCooked: 14,
+        householdRating: 4.8,
+        ingredientIds: ["chicken"],
+      };
+      const context: RecommendationContext = {
+        mealType: "dinner",
+        persons: 4,
+        currentSeason: "summer",
+        activeHolidayTags: [],
+        isWeekday: true,
+        favoriteCuisines: ["swedish"],
+        remainingProteinG: 60,
+        remainingKcal: 800,
+        personalizationEnabled: true,
+        memoryItems: [{ id: "m1", userId: "u1", kind: "structured_fact", key: "favorite_cuisine_swedish", summarySv: "Gillar svensk mat", value: { favoriteCuisine: "swedish" }, origin: "user_stated", confidence: 1, verifiedByUser: true, paused: false, createdAt: new Date().toISOString(), updatedAt: new Date().toISOString() }],
+        tasteSignals: [],
+        cookingAssumptions: [{ canonicalIngredientId: "chicken", averageEatenPortions: 4, averageLeftoverPortions: 0.5, observationCount: 5 }],
+      };
+      const whySv = buildWhy(candidate, context, { coverage: 0.85, expiry: 0.8, nutritionFit: 0.9, taste: 0.8, rating: 0.9, season: 1, holiday: 0, time: 1, budget: 0.6, variety: 1, weather: 0.5, craving: 0.5, memoryFit: 1, tasteFit: 0, cookingAssumptionFit: 0.8 }, [{ key: "favoriteCuisine", args: { cuisine: "svensk" } }, { key: "usesStapleYouFinish", args: { ingredient: "kyckling" } }], "sv-SE");
+      const whyEn = buildWhy(candidate, context, { coverage: 0.85, expiry: 0.8, nutritionFit: 0.9, taste: 0.8, rating: 0.9, season: 1, holiday: 0, time: 1, budget: 0.6, variety: 1, weather: 0.5, craving: 0.5, memoryFit: 1, tasteFit: 0, cookingAssumptionFit: 0.8 }, [{ key: "favoriteCuisine", args: { cuisine: "Swedish" } }, { key: "usesStapleYouFinish", args: { ingredient: "chicken" } }], "en-US");
+      return [
+        check("whySv innehåller ingen förbjuden copy", !containsForbiddenCopy(whySv)),
+        check("whyEn innehåller ingen förbjuden copy", !containsForbiddenCopy(whyEn)),
+        check("whySv är på svenska", /Ni har|gram protein|berättat/.test(whySv)),
+        check("whyEn är på engelska", /You have|grams of protein|said/.test(whyEn)),
+        check("whySv och whyEn blandas inte", !/You have/.test(whySv) && !/Ni har/.test(whyEn)),
+      ];
+    },
+  },
 ];

apps/worker/src/eval/run.ts

@@ -11,7 +11,7 @@ for (const candidate of [".env", "../.env", "../../.env"]) {
 
 import { schema } from "@app/database";
 import { createContext } from "../context.js";
-import { EVAL_CASES } from "./cases.js";
+import { EVAL_CASES, isDeterministicEvalCase } from "./cases.js";
 
 /**
  * Kör AAMOS-utvärderingssviten (spec §40).
@@ -36,6 +36,9 @@ async function main() {
     let checks: { name: string; passed: boolean }[] = [];
     let error: string | null = null;
     try {
+      if (isDeterministicEvalCase(evalCase)) {
+        checks = evalCase.run();
+      } else {
         const result = await ctx.aamos.runTask(evalCase.taskType, evalCase.input as never);
         if (result.status !== "ok" || !result.output) {
           error = `status=${result.status}`;
@@ -46,21 +49,23 @@ async function main() {
             ...evalCase.verify(result.output as never),
           ];
         }
+      }
     } catch (err) {
       error = (err as Error).message;
-      checks = [{ name: "AAMOS svarade ok", passed: false }];
+      checks = [{ name: "eval körde utan fel", passed: false }];
     }
     const ms = Date.now() - started;
     const passed = checks.every((c) => c.passed);
     totalChecks += checks.length;
     failedChecks += checks.filter((c) => !c.passed).length;
 
-    console.log(`${passed ? "✓" : "✗"} ${evalCase.id} (${evalCase.taskType}, ${ms} ms)`);
+    const taskLabel = isDeterministicEvalCase(evalCase) ? "deterministic" : evalCase.taskType;
+    console.log(`${passed ? "✓" : "✗"} ${evalCase.id} (${taskLabel}, ${ms} ms)`);
     for (const c of checks) if (!c.passed) console.log(`    ✗ ${c.name}`);
     if (error) console.log(`    fel: ${error}`);
 
     await ctx.db.insert(schema.aiEvalRuns).values({
-      taskType: evalCase.taskType,
+      taskType: isDeterministicEvalCase(evalCase) ? "DETERMINISTIC" : evalCase.taskType,
       modelVersion: `aamos-${mode}`,
       promptVersion: "eval-suite-v1",
       metrics: {

packages/memory-client/src/index.ts

@@ -97,8 +97,18 @@ export async function deriveMemoryUpdates(
     return { proposals: [], usage };
   }
 
+  const validEventIds = new Set(input.events.map((e) => e.id));
+  const groundedProposals = parsed.data.memoryUpdates.filter((u) => {
+    const grounded = u.sourceEventIds.length > 0 && u.sourceEventIds.every((id) => validEventIds.has(id));
+    if (!grounded) {
+      // eslint-disable-next-line no-console
+      console.error(`UPDATE_USER_MEMORY avvisade fabricerat minne: key=${u.key}, sourceEventIds=[${u.sourceEventIds.join(", ")}]`);
+    }
+    return grounded;
+  });
+
   return {
-    proposals: parsed.data.memoryUpdates.map((u) => ({
+    proposals: groundedProposals.map((u) => ({
       key: u.key,
       kind: u.kind,
       summarySv: u.summarySv,
@@ -295,6 +305,448 @@ const UI_LABELS: Record<
   },
 };
 
+type MemoryValueRenderer = (value: Record<string, unknown>) => string | null;
+
+const MEMORY_SUMMARY_TEMPLATES: Record<
+  string,
+  Record<string, MemoryValueRenderer>
+> = {
+  sv: {
+    favoriteCuisine: (v) =>
+      typeof v.favoriteCuisine === "string"
+        ? `Favoritkök: ${String(v.favoriteCuisine)}`
+        : null,
+    avoidIngredient: (v) =>
+      typeof v.avoidIngredientId === "string"
+        ? `Undviker ingrediens: ${String(v.avoidIngredientId)}`
+        : null,
+    goal: (v) =>
+      typeof v.goal === "string" ? `Mål: ${String(v.goal)}` : null,
+    primaryGoal: (v) =>
+      typeof v.primaryGoal === "string"
+        ? `Primärt mål: ${String(v.primaryGoal)}`
+        : null,
+    allergen: (v) =>
+      typeof v.allergen === "string"
+        ? `Allergi: ${String(v.allergen)}`
+        : null,
+    spiceLevelMax: (v) =>
+      typeof v.spiceLevelMax === "number"
+        ? `Max styrka: ${v.spiceLevelMax}`
+        : null,
+    dislikedIngredient: (v) =>
+      typeof v.dislikedIngredient === "string"
+        ? `Undviker: ${String(v.dislikedIngredient)}`
+        : null,
+    typicalPortions: (v) =>
+      typeof v.typicalPortions === "number"
+        ? `Laggar vanligen ${v.typicalPortions} portioner`
+        : null,
+    spicePreference: (v) =>
+      typeof v.spicePreference === "string"
+        ? `Styrkepreferens: ${String(v.spicePreference)}`
+        : null,
+  },
+  en: {
+    favoriteCuisine: (v) =>
+      typeof v.favoriteCuisine === "string"
+        ? `Favorite cuisine: ${String(v.favoriteCuisine)}`
+        : null,
+    avoidIngredient: (v) =>
+      typeof v.avoidIngredientId === "string"
+        ? `Avoids ingredient: ${String(v.avoidIngredientId)}`
+        : null,
+    goal: (v) =>
+      typeof v.goal === "string" ? `Goal: ${String(v.goal)}` : null,
+    primaryGoal: (v) =>
+      typeof v.primaryGoal === "string"
+        ? `Primary goal: ${String(v.primaryGoal)}`
+        : null,
+    allergen: (v) =>
+      typeof v.allergen === "string"
+        ? `Allergy: ${String(v.allergen)}`
+        : null,
+    spiceLevelMax: (v) =>
+      typeof v.spiceLevelMax === "number"
+        ? `Max spice level: ${v.spiceLevelMax}`
+        : null,
+    dislikedIngredient: (v) =>
+      typeof v.dislikedIngredient === "string"
+        ? `Avoids: ${String(v.dislikedIngredient)}`
+        : null,
+    typicalPortions: (v) =>
+      typeof v.typicalPortions === "number"
+        ? `Usually cooks ${v.typicalPortions} servings`
+        : null,
+    spicePreference: (v) =>
+      typeof v.spicePreference === "string"
+        ? `Spice preference: ${String(v.spicePreference)}`
+        : null,
+  },
+  es: {
+    favoriteCuisine: (v) =>
+      typeof v.favoriteCuisine === "string"
+        ? `Cocina favorita: ${String(v.favoriteCuisine)}`
+        : null,
+    avoidIngredient: (v) =>
+      typeof v.avoidIngredientId === "string"
+        ? `Evita ingrediente: ${String(v.avoidIngredientId)}`
+        : null,
+    goal: (v) =>
+      typeof v.goal === "string" ? `Objetivo: ${String(v.goal)}` : null,
+    primaryGoal: (v) =>
+      typeof v.primaryGoal === "string"
+        ? `Objetivo principal: ${String(v.primaryGoal)}`
+        : null,
+    allergen: (v) =>
+      typeof v.allergen === "string"
+        ? `Alergia: ${String(v.allergen)}`
+        : null,
+    spiceLevelMax: (v) =>
+      typeof v.spiceLevelMax === "number"
+        ? `Nivel máximo de picante: ${v.spiceLevelMax}`
+        : null,
+    dislikedIngredient: (v) =>
+      typeof v.dislikedIngredient === "string"
+        ? `Evita: ${String(v.dislikedIngredient)}`
+        : null,
+    typicalPortions: (v) =>
+      typeof v.typicalPortions === "number"
+        ? `Suele cocinar ${v.typicalPortions} raciones`
+        : null,
+    spicePreference: (v) =>
+      typeof v.spicePreference === "string"
+        ? `Preferencia de picante: ${String(v.spicePreference)}`
+        : null,
+  },
+  it: {
+    favoriteCuisine: (v) =>
+      typeof v.favoriteCuisine === "string"
+        ? `Cucina preferita: ${String(v.favoriteCuisine)}`
+        : null,
+    avoidIngredient: (v) =>
+      typeof v.avoidIngredientId === "string"
+        ? `Evita ingrediente: ${String(v.avoidIngredientId)}`
+        : null,
+    goal: (v) =>
+      typeof v.goal === "string" ? `Obiettivo: ${String(v.goal)}` : null,
+    primaryGoal: (v) =>
+      typeof v.primaryGoal === "string"
+        ? `Obiettivo principale: ${String(v.primaryGoal)}`
+        : null,
+    allergen: (v) =>
+      typeof v.allergen === "string"
+        ? `Allergia: ${String(v.allergen)}`
+        : null,
+    spiceLevelMax: (v) =>
+      typeof v.spiceLevelMax === "number"
+        ? `Livello piccante max: ${v.spiceLevelMax}`
+        : null,
+    dislikedIngredient: (v) =>
+      typeof v.dislikedIngredient === "string"
+        ? `Evita: ${String(v.dislikedIngredient)}`
+        : null,
+    typicalPortions: (v) =>
+      typeof v.typicalPortions === "number"
+        ? `Di solito cucina ${v.typicalPortions} porzioni`
+        : null,
+    spicePreference: (v) =>
+      typeof v.spicePreference === "string"
+        ? `Preferenza piccante: ${String(v.spicePreference)}`
+        : null,
+  },
+  de: {
+    favoriteCuisine: (v) =>
+      typeof v.favoriteCuisine === "string"
+        ? `Lieblingsküche: ${String(v.favoriteCuisine)}`
+        : null,
+    avoidIngredient: (v) =>
+      typeof v.avoidIngredientId === "string"
+        ? `Vermeidet Zutat: ${String(v.avoidIngredientId)}`
+        : null,
+    goal: (v) =>
+      typeof v.goal === "string" ? `Ziel: ${String(v.goal)}` : null,
+    primaryGoal: (v) =>
+      typeof v.primaryGoal === "string"
+        ? `Hauptziel: ${String(v.primaryGoal)}`
+        : null,
+    allergen: (v) =>
+      typeof v.allergen === "string"
+        ? `Allergie: ${String(v.allergen)}`
+        : null,
+    spiceLevelMax: (v) =>
+      typeof v.spiceLevelMax === "number"
+        ? `Max. Schärfe: ${v.spiceLevelMax}`
+        : null,
+    dislikedIngredient: (v) =>
+      typeof v.dislikedIngredient === "string"
+        ? `Vermeidet: ${String(v.dislikedIngredient)}`
+        : null,
+    typicalPortions: (v) =>
+      typeof v.typicalPortions === "number"
+        ? `Kocht meist ${v.typicalPortions} Portionen`
+        : null,
+    spicePreference: (v) =>
+      typeof v.spicePreference === "string"
+        ? `Schärfepräferenz: ${String(v.spicePreference)}`
+        : null,
+  },
+  fr: {
+    favoriteCuisine: (v) =>
+      typeof v.favoriteCuisine === "string"
+        ? `Cuisine préférée: ${String(v.favoriteCuisine)}`
+        : null,
+    avoidIngredient: (v) =>
+      typeof v.avoidIngredientId === "string"
+        ? `Évite l'ingrédient: ${String(v.avoidIngredientId)}`
+        : null,
+    goal: (v) =>
+      typeof v.goal === "string" ? `Objectif: ${String(v.goal)}` : null,
+    primaryGoal: (v) =>
+      typeof v.primaryGoal === "string"
+        ? `Objectif principal: ${String(v.primaryGoal)}`
+        : null,
+    allergen: (v) =>
+      typeof v.allergen === "string"
+        ? `Allergie: ${String(v.allergen)}`
+        : null,
+    spiceLevelMax: (v) =>
+      typeof v.spiceLevelMax === "number"
+        ? `Niveau épicé max: ${v.spiceLevelMax}`
+        : null,
+    dislikedIngredient: (v) =>
+      typeof v.dislikedIngredient === "string"
+        ? `Évite: ${String(v.dislikedIngredient)}`
+        : null,
+    typicalPortions: (v) =>
+      typeof v.typicalPortions === "number"
+        ? `Cuisine habituellement ${v.typicalPortions} portions`
+        : null,
+    spicePreference: (v) =>
+      typeof v.spicePreference === "string"
+        ? `Préférence épicée: ${String(v.spicePreference)}`
+        : null,
+  },
+  da: {
+    favoriteCuisine: (v) =>
+      typeof v.favoriteCuisine === "string"
+        ? `Yndlingskøkken: ${String(v.favoriteCuisine)}`
+        : null,
+    avoidIngredient: (v) =>
+      typeof v.avoidIngredientId === "string"
+        ? `Undgår ingrediens: ${String(v.avoidIngredientId)}`
+        : null,
+    goal: (v) =>
+      typeof v.goal === "string" ? `Mål: ${String(v.goal)}` : null,
+    primaryGoal: (v) =>
+      typeof v.primaryGoal === "string"
+        ? `Primært mål: ${String(v.primaryGoal)}`
+        : null,
+    allergen: (v) =>
+      typeof v.allergen === "string"
+        ? `Allergi: ${String(v.allergen)}`
+        : null,
+    spiceLevelMax: (v) =>
+      typeof v.spiceLevelMax === "number"
+        ? `Max styrke: ${v.spiceLevelMax}`
+        : null,
+    dislikedIngredient: (v) =>
+      typeof v.dislikedIngredient === "string"
+        ? `Undgår: ${String(v.dislikedIngredient)}`
+        : null,
+    typicalPortions: (v) =>
+      typeof v.typicalPortions === "number"
+        ? `Tilbereder som regel ${v.typicalPortions} portioner`
+        : null,
+    spicePreference: (v) =>
+      typeof v.spicePreference === "string"
+        ? `Styrkepræference: ${String(v.spicePreference)}`
+        : null,
+  },
+  nb: {
+    favoriteCuisine: (v) =>
+      typeof v.favoriteCuisine === "string"
+        ? `Favorittkjøkken: ${String(v.favoriteCuisine)}`
+        : null,
+    avoidIngredient: (v) =>
+      typeof v.avoidIngredientId === "string"
+        ? `Unngår ingrediens: ${String(v.avoidIngredientId)}`
+        : null,
+    goal: (v) =>
+      typeof v.goal === "string" ? `Mål: ${String(v.goal)}` : null,
+    primaryGoal: (v) =>
+      typeof v.primaryGoal === "string"
+        ? `Primært mål: ${String(v.primaryGoal)}`
+        : null,
+    allergen: (v) =>
+      typeof v.allergen === "string"
+        ? `Allergi: ${String(v.allergen)}`
+        : null,
+    spiceLevelMax: (v) =>
+      typeof v.spiceLevelMax === "number"
+        ? `Maks styrke: ${v.spiceLevelMax}`
+        : null,
+    dislikedIngredient: (v) =>
+      typeof v.dislikedIngredient === "string"
+        ? `Unngår: ${String(v.dislikedIngredient)}`
+        : null,
+    typicalPortions: (v) =>
+      typeof v.typicalPortions === "number"
+        ? `Lager vanligvis ${v.typicalPortions} porsjoner`
+        : null,
+    spicePreference: (v) =>
+      typeof v.spicePreference === "string"
+        ? `Styrkepreferanse: ${String(v.spicePreference)}`
+        : null,
+  },
+  fi: {
+    favoriteCuisine: (v) =>
+      typeof v.favoriteCuisine === "string"
+        ? `Suosikkikeittiö: ${String(v.favoriteCuisine)}`
+        : null,
+    avoidIngredient: (v) =>
+      typeof v.avoidIngredientId === "string"
+        ? `Vältettävä ainesosa: ${String(v.avoidIngredientId)}`
+        : null,
+    goal: (v) =>
+      typeof v.goal === "string" ? `Tavoite: ${String(v.goal)}` : null,
+    primaryGoal: (v) =>
+      typeof v.primaryGoal === "string"
+        ? `Päätavoite: ${String(v.primaryGoal)}`
+        : null,
+    allergen: (v) =>
+      typeof v.allergen === "string"
+        ? `Allergia: ${String(v.allergen)}`
+        : null,
+    spiceLevelMax: (v) =>
+      typeof v.spiceLevelMax === "number"
+        ? `Max tulisuus: ${v.spiceLevelMax}`
+        : null,
+    dislikedIngredient: (v) =>
+      typeof v.dislikedIngredient === "string"
+        ? `Vältää: ${String(v.dislikedIngredient)}`
+        : null,
+    typicalPortions: (v) =>
+      typeof v.typicalPortions === "number"
+        ? `Valmistaa yleensä ${v.typicalPortions} annosta`
+        : null,
+    spicePreference: (v) =>
+      typeof v.spicePreference === "string"
+        ? `Tulisuusmieltymys: ${String(v.spicePreference)}`
+        : null,
+  },
+  nl: {
+    favoriteCuisine: (v) =>
+      typeof v.favoriteCuisine === "string"
+        ? `Favoriete keuken: ${String(v.favoriteCuisine)}`
+        : null,
+    avoidIngredient: (v) =>
+      typeof v.avoidIngredientId === "string"
+        ? `Vermijdt ingrediënt: ${String(v.avoidIngredientId)}`
+        : null,
+    goal: (v) =>
+      typeof v.goal === "string" ? `Doel: ${String(v.goal)}` : null,
+    primaryGoal: (v) =>
+      typeof v.primaryGoal === "string"
+        ? `Primair doel: ${String(v.primaryGoal)}`
+        : null,
+    allergen: (v) =>
+      typeof v.allergen === "string"
+        ? `Allergie: ${String(v.allergen)}`
+        : null,
+    spiceLevelMax: (v) =>
+      typeof v.spiceLevelMax === "number"
+        ? `Max pittigheid: ${v.spiceLevelMax}`
+        : null,
+    dislikedIngredient: (v) =>
+      typeof v.dislikedIngredient === "string"
+        ? `Vermijdt: ${String(v.dislikedIngredient)}`
+        : null,
+    typicalPortions: (v) =>
+      typeof v.typicalPortions === "number"
+        ? `Kookt meestal ${v.typicalPortions} porties`
+        : null,
+    spicePreference: (v) =>
+      typeof v.spicePreference === "string"
+        ? `Pittigheidspreferentie: ${String(v.spicePreference)}`
+        : null,
+  },
+  pl: {
+    favoriteCuisine: (v) =>
+      typeof v.favoriteCuisine === "string"
+        ? `Ulubiona kuchnia: ${String(v.favoriteCuisine)}`
+        : null,
+    avoidIngredient: (v) =>
+      typeof v.avoidIngredientId === "string"
+        ? `Unika składnika: ${String(v.avoidIngredientId)}`
+        : null,
+    goal: (v) =>
+      typeof v.goal === "string" ? `Cel: ${String(v.goal)}` : null,
+    primaryGoal: (v) =>
+      typeof v.primaryGoal === "string"
+        ? `Cel główny: ${String(v.primaryGoal)}`
+        : null,
+    allergen: (v) =>
+      typeof v.allergen === "string"
+        ? `Alergia: ${String(v.allergen)}`
+        : null,
+    spiceLevelMax: (v) =>
+      typeof v.spiceLevelMax === "number"
+        ? `Maks. ostrość: ${v.spiceLevelMax}`
+        : null,
+    dislikedIngredient: (v) =>
+      typeof v.dislikedIngredient === "string"
+        ? `Unika: ${String(v.dislikedIngredient)}`
+        : null,
+    typicalPortions: (v) =>
+      typeof v.typicalPortions === "number"
+        ? `Zwykle gotuje ${v.typicalPortions} porcje`
+        : null,
+    spicePreference: (v) =>
+      typeof v.spicePreference === "string"
+        ? `Preferencja ostrości: ${String(v.spicePreference)}`
+        : null,
+  },
+  pt: {
+    favoriteCuisine: (v) =>
+      typeof v.favoriteCuisine === "string"
+        ? `Cozinha favorita: ${String(v.favoriteCuisine)}`
+        : null,
+    avoidIngredient: (v) =>
+      typeof v.avoidIngredientId === "string"
+        ? `Evita ingrediente: ${String(v.avoidIngredientId)}`
+        : null,
+    goal: (v) =>
+      typeof v.goal === "string" ? `Objetivo: ${String(v.goal)}` : null,
+    primaryGoal: (v) =>
+      typeof v.primaryGoal === "string"
+        ? `Objetivo principal: ${String(v.primaryGoal)}`
+        : null,
+    allergen: (v) =>
+      typeof v.allergen === "string"
+        ? `Alergia: ${String(v.allergen)}`
+        : null,
+    spiceLevelMax: (v) =>
+      typeof v.spiceLevelMax === "number"
+        ? `Nível picante máx.: ${v.spiceLevelMax}`
+        : null,
+    dislikedIngredient: (v) =>
+      typeof v.dislikedIngredient === "string"
+        ? `Evita: ${String(v.dislikedIngredient)}`
+        : null,
+    typicalPortions: (v) =>
+      typeof v.typicalPortions === "number"
+        ? `Costuma cozinhar ${v.typicalPortions} porções`
+        : null,
+    spicePreference: (v) =>
+      typeof v.spicePreference === "string"
+        ? `Preferência picante: ${String(v.spicePreference)}`
+        : null,
+  },
+};
+
+const SUPPORTED_MEMORY_LANGS = Object.keys(MEMORY_SUMMARY_TEMPLATES);
+
 /**
  * Deterministisk rendering av summary ur strukturerad value (i18n-spec §23, M10).
  * Kända value-former renderas per språk; okända faller tillbaka på summarySv
@@ -304,41 +756,55 @@ export function renderMemorySummary(
   item: Pick<MemoryItem, "summarySv" | "value">,
   languageTag: string,
 ): string {
-  const lang = languageTag.split("-")[0] ?? "sv";
+  const lang = (languageTag.split("-")[0] ?? "sv").toLowerCase();
-  if (lang === "sv") return item.summarySv;
+  const catalog = MEMORY_SUMMARY_TEMPLATES[lang] ?? MEMORY_SUMMARY_TEMPLATES.sv!;
   const v = item.value as Record<string, unknown> | null | undefined;
   if (v && typeof v === "object") {
-    if (typeof v.favoriteCuisine === "string") {
+    if (typeof v.favoriteCuisine === "string" && catalog.favoriteCuisine) {
-      return `Favorite cuisine: ${String(v.favoriteCuisine)}`;
+      const rendered = catalog.favoriteCuisine(v);
+      if (rendered) return rendered;
     }
-    if (typeof v.dislikedIngredient === "string") {
+    if (typeof v.avoidIngredientId === "string" && catalog.avoidIngredient) {
-      return `Avoids: ${String(v.dislikedIngredient)}`;
+      const rendered = catalog.avoidIngredient(v);
+      if (rendered) return rendered;
     }
-    if (typeof v.typicalPortions === "number") {
+    if (typeof v.goal === "string" && catalog.goal) {
-      return `Usually cooks ${v.typicalPortions} servings`;
+      const rendered = catalog.goal(v);
+      if (rendered) return rendered;
     }
-    if (typeof v.spicePreference === "string") {
+    if (typeof v.primaryGoal === "string" && catalog.primaryGoal) {
-      return `Spice preference: ${String(v.spicePreference)}`;
+      const rendered = catalog.primaryGoal(v);
+      if (rendered) return rendered;
     }
-    if (typeof v.goal === "string") {
+    if (typeof v.allergen === "string" && catalog.allergen) {
-      return `Goal: ${String(v.goal)}`;
+      const rendered = catalog.allergen(v);
+      if (rendered) return rendered;
     }
-    if (typeof v.primaryGoal === "string") {
+    if (typeof v.spiceLevelMax === "number" && catalog.spiceLevelMax) {
-      return `Primary goal: ${String(v.primaryGoal)}`;
+      const rendered = catalog.spiceLevelMax(v);
+      if (rendered) return rendered;
     }
-    if (typeof v.allergen === "string") {
+    if (typeof v.dislikedIngredient === "string" && catalog.dislikedIngredient) {
-      return `Allergy: ${String(v.allergen)}`;
+      const rendered = catalog.dislikedIngredient(v);
+      if (rendered) return rendered;
     }
-    if (typeof v.avoidIngredientId === "string") {
+    if (typeof v.typicalPortions === "number" && catalog.typicalPortions) {
-      return `Avoids ingredient: ${String(v.avoidIngredientId)}`;
+      const rendered = catalog.typicalPortions(v);
+      if (rendered) return rendered;
     }
-    if (typeof v.spiceLevelMax === "number") {
+    if (typeof v.spicePreference === "string" && catalog.spicePreference) {
-      return `Max spice level: ${v.spiceLevelMax}`;
+      const rendered = catalog.spicePreference(v);
+      if (rendered) return rendered;
     }
   }
   return item.summarySv;
 }
 
+/** Språk som stöds av renderMemorySummary. */
+export function supportedMemorySummaryLanguages(): string[] {
+  return [...SUPPORTED_MEMORY_LANGS];
+}
+
 export function buildMemoryOverview(items: MemoryItem[], languageTag = "sv"): MemoryOverview {
   const lang = languageTag.split("-")[0] ?? "sv";
   const titles = KIND_TITLES[lang] ?? KIND_TITLES.sv!;

packages/memory-client/test/overview.test.ts

@@ -1,5 +1,7 @@
 import { describe, expect, it } from "vitest";
-import { buildMemoryOverview } from "../src/index.js";
+import { buildMemoryOverview, deriveMemoryUpdates, renderMemorySummary } from "../src/index.js";
+import type { AamosClient, AamosResult } from "@app/ai-contracts";
+import type { AamosTaskType } from "@app/ai-contracts";
 import type { MemoryItem } from "@app/shared-types";
 
 function makeItem(overrides: Partial<MemoryItem> = {}): MemoryItem {
@@ -79,4 +81,86 @@ describe("buildMemoryOverview", () => {
     expect(item.pausedLabel).toBe("Paused");
     expect(item.summary).toBe("Favorite cuisine: swedish");
   });
+
+  it("renderMemorySummary stödjer S5-value-former", () => {
+    expect(renderMemorySummary({ summarySv: "", value: { favoriteCuisine: "thai" } }, "en-US")).toBe("Favorite cuisine: thai");
+    expect(renderMemorySummary({ summarySv: "", value: { avoidIngredientId: "broccoli" } }, "en-US")).toBe("Avoids ingredient: broccoli");
+    expect(renderMemorySummary({ summarySv: "", value: { goal: "less_waste" } }, "en-US")).toBe("Goal: less_waste");
+    expect(renderMemorySummary({ summarySv: "", value: { primaryGoal: "less_waste" } }, "en-US")).toBe("Primary goal: less_waste");
+    expect(renderMemorySummary({ summarySv: "", value: { allergen: "gluten" } }, "en-US")).toBe("Allergy: gluten");
+    expect(renderMemorySummary({ summarySv: "", value: { spiceLevelMax: 2 } }, "en-US")).toBe("Max spice level: 2");
+  });
+});
+
+describe("deriveMemoryUpdates", () => {
+  function fakeAamos(output: unknown): AamosClient {
+    return {
+      async runTask<T extends AamosTaskType>(): Promise<AamosResult<T>> {
+        return {
+          status: "ok",
+          output: output as AamosResult<T>["output"],
+          modelVersion: "fake",
+          promptVersion: "fake",
+          latencyMs: 10,
+          costUsd: 0,
+          inputTokens: 0,
+          outputTokens: 0,
+        };
+      },
+      async healthCheck() {
+        return { ok: true };
+      },
+    };
+  }
+
+  it("avvisar fabricerade minnen utan event-stöd", async () => {
+    const aamos = fakeAamos({
+      memoryUpdates: [
+        {
+          key: "fabricated",
+          kind: "structured_fact",
+          summarySv: "Påhittad favoriträtt",
+          value: { recipeId: "ghost" },
+          origin: "ai_inferred",
+          confidence: 0.6,
+          expiresAt: null,
+          sourceEventIds: ["event-does-not-exist"],
+        },
+      ],
+    });
+    const result = await deriveMemoryUpdates(aamos, {
+      scope: "user",
+      scopeId: "u1",
+      events: [{ id: "evt-real", type: "recipe_cooked", occurredAt: "2026-08-01T12:00:00Z", payload: {} }],
+      existingMemoryKeys: [],
+      consentFlags: { personalization: true, anonymizedImprovement: false, imageTraining: false },
+    });
+    expect(result.proposals).toHaveLength(0);
+  });
+
+  it("behåller grundade minnen med kända event-id", async () => {
+    const aamos = fakeAamos({
+      memoryUpdates: [
+        {
+          key: "grounded",
+          kind: "structured_fact",
+          summarySv: "Ggrundat minne",
+          value: { recipeId: "r1" },
+          origin: "observed",
+          confidence: 0.8,
+          expiresAt: null,
+          sourceEventIds: ["evt-real"],
+        },
+      ],
+    });
+    const result = await deriveMemoryUpdates(aamos, {
+      scope: "user",
+      scopeId: "u1",
+      events: [{ id: "evt-real", type: "recipe_cooked", occurredAt: "2026-08-01T12:00:00Z", payload: {} }],
+      existingMemoryKeys: [],
+      consentFlags: { personalization: true, anonymizedImprovement: false, imageTraining: false },
+    });
+    expect(result.proposals).toHaveLength(1);
+    expect(result.proposals[0]!.key).toBe("grounded");
+  });
 });

packages/recommendation-engine/src/explain.ts

@@ -5,30 +5,272 @@ import type {
 } from "./types.js";
 import { renderProvenance } from "./provenance-templates.js";
 
+import type { LanguageTag } from "./provenance-templates.js";
+
+interface WhyTemplates {
+  coverage100: string;
+  coveragePct: string;
+  coverageLow: string;
+  expiringToday: string;
+  expiringTomorrow: string;
+  expiringDays: string;
+  protein: string;
+  trainingDay: string;
+  householdRating: string;
+  holiday: string;
+  season: string;
+  time: string;
+  budget: string;
+  craving: string;
+  fallback: string;
+}
+
+const WHY_TEMPLATES: Record<LanguageTag, WhyTemplates> = {
+  sv: {
+    coverage100: "Ni har alla ingredienser hemma.",
+    coveragePct: "Ni har {{pct}} % av ingredienserna hemma.",
+    coverageLow: "Ni har {{pct}} % av ingredienserna – resten hamnar på inköpslistan.",
+    expiringToday: "{{ingredient}} bör användas i dag.",
+    expiringTomorrow: "{{ingredient}} bör användas senast i morgon.",
+    expiringDays: "{{ingredient}} bör användas inom {{days}} dagar.",
+    protein: "Rätten ger {{protein}} gram protein per portion.",
+    trainingDay: "Bra val på en träningsdag.",
+    householdRating: "Liknande rätter har fått höga betyg av hushållet.",
+    holiday: "Passar den kommande högtiden.",
+    season: "Råvarorna är i säsong just nu.",
+    time: "Klar på {{minutes}} minuter.",
+    budget: "Cirka {{cost}} kr per portion.",
+    craving: "Matchar det du är sugen på.",
+    fallback: "En balanserad rätt som passar er profil.",
+  },
+  en: {
+    coverage100: "You have all the ingredients at home.",
+    coveragePct: "You have {{pct}} % of the ingredients at home.",
+    coverageLow: "You have {{pct}} % of the ingredients – the rest goes on the shopping list.",
+    expiringToday: "{{ingredient}} should be used today.",
+    expiringTomorrow: "{{ingredient}} should be used by tomorrow.",
+    expiringDays: "{{ingredient}} should be used within {{days}} days.",
+    protein: "The dish provides {{protein}} grams of protein per portion.",
+    trainingDay: "A good choice for a training day.",
+    householdRating: "Similar dishes have been rated highly by your household.",
+    holiday: "Fits the upcoming holiday.",
+    season: "The ingredients are in season right now.",
+    time: "Ready in {{minutes}} minutes.",
+    budget: "About {{cost}} per portion.",
+    craving: "Matches what you’re craving.",
+    fallback: "A balanced dish that fits your profile.",
+  },
+  es: {
+    coverage100: "Tenéis todos los ingredientes en casa.",
+    coveragePct: "Tenéis el {{pct}} % de los ingredientes en casa.",
+    coverageLow: "Tenéis el {{pct}} % de los ingredientes; el resto irá a la lista de la compra.",
+    expiringToday: "{{ingredient}} debería usarse hoy.",
+    expiringTomorrow: "{{ingredient}} debería usarse como máximo mañana.",
+    expiringDays: "{{ingredient}} debería usarse en {{days}} días.",
+    protein: "El plato aporta {{protein}} gramos de proteína por ración.",
+    trainingDay: "Buena elección para un día de entrenamiento.",
+    householdRating: "Platos similares han sido valorados positivamente por tu hogar.",
+    holiday: "Encaja con la próxima festividad.",
+    season: "Los ingredientes están de temporada ahora mismo.",
+    time: "Listo en {{minutes}} minutos.",
+    budget: "Aproximadamente {{cost}} por ración.",
+    craving: "Encaja con lo que te apetece.",
+    fallback: "Un plato equilibrado que encaja con tu perfil.",
+  },
+  it: {
+    coverage100: "Avete tutti gli ingredienti a casa.",
+    coveragePct: "Avete il {{pct}} % degli ingredienti a casa.",
+    coverageLow: "Avete il {{pct}} % degli ingredienti; il resto finisce sulla lista della spesa.",
+    expiringToday: "{{ingredient}} va usato oggi.",
+    expiringTomorrow: "{{ingredient}} va usato al più tardi domani.",
+    expiringDays: "{{ingredient}} va usato entro {{days}} giorni.",
+    protein: "Il piatto fornisce {{protein}} grammi di proteine a porzione.",
+    trainingDay: "Buona scelta per un giorno di allenamento.",
+    householdRating: "Piatti simili sono stati valutati positivamente dalla tua famiglia.",
+    holiday: "Perfetto per la prossima festività.",
+    season: "Gli ingredienti sono di stagione in questo momento.",
+    time: "Pronto in {{minutes}} minuti.",
+    budget: "Circa {{cost}} a porzione.",
+    craving: "Corrisponde a ciò che ti va.",
+    fallback: "Un piatto equilibrato che si adatta al tuo profilo.",
+  },
+  de: {
+    coverage100: "Ihr habt alle Zutaten zu Hause.",
+    coveragePct: "Ihr habt {{pct}} % der Zutaten zu Hause.",
+    coverageLow: "Ihr habt {{pct}} % der Zutaten; der Rest kommt auf die Einkaufsliste.",
+    expiringToday: "{{ingredient}} sollte heute verwendet werden.",
+    expiringTomorrow: "{{ingredient}} sollte spätestens morgen verwendet werden.",
+    expiringDays: "{{ingredient}} sollte innerhalb von {{days}} Tagen verwendet werden.",
+    protein: "Das Gericht liefert {{protein}} Gramm Protein pro Portion.",
+    trainingDay: "Gute Wahl für einen Trainingstag.",
+    householdRating: "Ähnliche Gerichte wurden von deinem Haushalt gut bewertet.",
+    holiday: "Passt zum bevorstehenden Feiertag.",
+    season: "Die Zutaten sind gerade saisonal.",
+    time: "Fertig in {{minutes}} Minuten.",
+    budget: "Etwa {{cost}} pro Portion.",
+    craving: "Passt zu dem, worauf du Lust hast.",
+    fallback: "Ein ausgewogenes Gericht, das zu deinem Profil passt.",
+  },
+  fr: {
+    coverage100: "Vous avez tous les ingrédients à la maison.",
+    coveragePct: "Vous avez {{pct}} % des ingrédients à la maison.",
+    coverageLow: "Vous avez {{pct}} % des ingrédients; le reste ira sur la liste de courses.",
+    expiringToday: "{{ingredient}} devrait être utilisé aujourd'hui.",
+    expiringTomorrow: "{{ingredient}} devrait être utilisé au plus tard demain.",
+    expiringDays: "{{ingredient}} devrait être utilisé dans {{days}} jours.",
+    protein: "Le plat apporte {{protein}} grammes de protéines par portion.",
+    trainingDay: "Bon choix pour un jour d'entraînement.",
+    householdRating: "Des plats similaires ont été bien notés par votre foyer.",
+    holiday: "Convient à la prochaine fête.",
+    season: "Les ingrédients sont de saison en ce moment.",
+    time: "Prêt en {{minutes}} minutes.",
+    budget: "Environ {{cost}} par portion.",
+    craving: "Correspond à ce dont vous avez envie.",
+    fallback: "Un plat équilibré qui correspond à votre profil.",
+  },
+  da: {
+    coverage100: "I har alle ingredienserne hjemme.",
+    coveragePct: "I har {{pct}} % af ingredienserne hjemme.",
+    coverageLow: "I har {{pct}} % af ingredienserne; resten kommer på indkøbslisten.",
+    expiringToday: "{{ingredient}} bør bruges i dag.",
+    expiringTomorrow: "{{ingredient}} bør bruges senest i morgen.",
+    expiringDays: "{{ingredient}} bør bruges inden for {{days}} dage.",
+    protein: "Retten giver {{protein}} gram protein pr. portion.",
+    trainingDay: "Et godt valg på en træningsdag.",
+    householdRating: "Lignende retter er blevet bedømt højt af husstanden.",
+    holiday: "Passer til den kommende højtid.",
+    season: "Råvarerne er i sæson lige nu.",
+    time: "Klar på {{minutes}} minutter.",
+    budget: "Cirka {{cost}} pr. portion.",
+    craving: "Matcher det, du har lyst til.",
+    fallback: "En balanceret ret, der passer til din profil.",
+  },
+  nb: {
+    coverage100: "Dere har alle ingrediensene hjemme.",
+    coveragePct: "Dere har {{pct}} % av ingrediensene hjemme.",
+    coverageLow: "Dere har {{pct}} % av ingrediensene; resten kommer på handlelisten.",
+    expiringToday: "{{ingredient}} bør brukes i dag.",
+    expiringTomorrow: "{{ingredient}} bør brukes senest i morgen.",
+    expiringDays: "{{ingredient}} bør brukes innen {{days}} dager.",
+    protein: "Retten gir {{protein}} gram protein per porsjon.",
+    trainingDay: "Et godt valg på en treningsdag.",
+    householdRating: "Lignende retter er blitt vurdert høyt av husstanden.",
+    holiday: "Passer til den kommende høytiden.",
+    season: "Råvarene er i sesong akkurat nå.",
+    time: "Klar på {{minutes}} minutter.",
+    budget: "Omtrent {{cost}} per porsjon.",
+    craving: "Matcher det du har lyst på.",
+    fallback: "En balansert rett som passer profilen din.",
+  },
+  fi: {
+    coverage100: "Teillä on kaikki ainekset kotona.",
+    coveragePct: "Teillä on {{pct}} % aineksista kotona.",
+    coverageLow: "Teillä on {{pct}} % aineksista; loput menevät ostoslistalle.",
+    expiringToday: "{{ingredient}} tulisi käyttää tänään.",
+    expiringTomorrow: "{{ingredient}} tulisi käyttää viimeistään huomenna.",
+    expiringDays: "{{ingredient}} tulisi käyttää {{days}} päivän kuluessa.",
+    protein: "Ruoka antaa {{protein}} grammaa proteiinia annosta kohti.",
+    trainingDay: "Hyvä valinta treenipäivälle.",
+    householdRating: "Samankaltaiset ruoat on arvioitu korkealle taloudessasi.",
+    holiday: "Sopii lähestyvään juhlapäivään.",
+    season: "Ainekset ovat sesongissa juuri nyt.",
+    time: "Valmista {{minutes}} minuutissa.",
+    budget: "Noin {{cost}} annosta kohti.",
+    craving: "Vastaa sitä, mitä haluat.",
+    fallback: "Tasapainoinen ruoka, joka sopii profiilisi.",
+  },
+  nl: {
+    coverage100: "Jullie hebben alle ingrediënten thuis.",
+    coveragePct: "Jullie hebben {{pct}} % van de ingrediënten thuis.",
+    coverageLow: "Jullie hebben {{pct}} % van de ingrediënten; de rest komt op het boodschappenlijstje.",
+    expiringToday: "{{ingredient}} moet vandaag gebruikt worden.",
+    expiringTomorrow: "{{ingredient}} moet uiterlijk morgen gebruikt worden.",
+    expiringDays: "{{ingredient}} moet binnen {{days}} dagen gebruikt worden.",
+    protein: "Het gerecht levert {{protein}} gram eiwit per portie.",
+    trainingDay: "Een goede keuze voor een trainingdag.",
+    householdRating: "Vergelijkbare gerechten zijn hoog beoordeeld door je huishouden.",
+    holiday: "Past bij de komende feestdag.",
+    season: "De ingrediënten zijn nu in het seizoen.",
+    time: "Klaar in {{minutes}} minuten.",
+    budget: "Ongeveer {{cost}} per portie.",
+    craving: "Past bij waar je zin in hebt.",
+    fallback: "Een evenwichtig gerecht dat bij je profiel past.",
+  },
+  pl: {
+    coverage100: "Macie w domu wszystkie składniki.",
+    coveragePct: "Macie w domu {{pct}} % składników.",
+    coverageLow: "Macie w domu {{pct}} % składników; reszta trafi na listę zakupów.",
+    expiringToday: "{{ingredient}} należy użyć dzisiaj.",
+    expiringTomorrow: "{{ingredient}} należy użyć najpóźniej jutro.",
+    expiringDays: "{{ingredient}} należy użyć w ciągu {{days}} dni.",
+    protein: "Danie dostarcza {{protein}} gramów białka na porcję.",
+    trainingDay: "Dobry wybór na dzień treningowy.",
+    householdRating: "Podobne dania zostały wysoko ocenione przez Twoje gospodarstwo domowe.",
+    holiday: "Pasuje do zbliżającego się święta.",
+    season: "Składniki są teraz w sezonie.",
+    time: "Gotowe w {{minutes}} minut.",
+    budget: "Około {{cost}} za porcję.",
+    craving: "Pasuje do tego, na co masz ochotę.",
+    fallback: "Zrównoważone danie, które pasuje do Twojego profilu.",
+  },
+  pt: {
+    coverage100: "Tens todos os ingredientes em casa.",
+    coveragePct: "Tens {{pct}} % dos ingredientes em casa.",
+    coverageLow: "Tens {{pct}} % dos ingredientes; o resto vai para a lista de compras.",
+    expiringToday: "{{ingredient}} deve ser usado hoje.",
+    expiringTomorrow: "{{ingredient}} deve ser usado até amanhã.",
+    expiringDays: "{{ingredient}} deve ser usado em {{days}} dias.",
+    protein: "O prato fornece {{protein}} gramas de proteína por porção.",
+    trainingDay: "Boa escolha para um dia de treino.",
+    householdRating: "Pratos semelhantes foram bem avaliados pelo teu agregado.",
+    holiday: "Combina com o próximo feriado.",
+    season: "Os ingredientes estão na época neste momento.",
+    time: "Pronto em {{minutes}} minutos.",
+    budget: "Aproximadamente {{cost}} por porção.",
+    craving: "Combina com o que te apetece.",
+    fallback: "Um prato equilibrado que se adequa ao teu perfil.",
+  },
+};
+
+function getTemplates(lang: string): WhyTemplates {
+  return WHY_TEMPLATES[(lang.split("-")[0] ?? "sv") as LanguageTag] ?? WHY_TEMPLATES.sv;
+}
+
+/** Returnerar de språk som why-mallarna täcker. */
+export function whyTemplateLanguages(): LanguageTag[] {
+  return Object.keys(WHY_TEMPLATES) as LanguageTag[];
+}
+
+function render(template: string, vars: Record<string, string | number>): string {
+  return template.replace(/\{\{(\w+)\}\}/g, (_m, key) => String(vars[key] ?? ""));
+}
+
 /**
  * "Varför rekommenderar vi detta?" (spec §18, S1).
- * Bygger en ärlig, konkret svensk förklaring ur:
+ * Bygger en ärlig, konkret förklaring ur:
  * 1. Grundade delpoäng (täckning, utgångsdatum, etc.).
  * 2. Personaliserings-mallar från provenans (endast om samtycke granted).
  *
  * Alla användarvisningstexter kommer från mallar, inte fri AI-text.
  * R7: näringsrelaterad copy är positiv/stödjande, aldrig restriktiv.
  */
-export function buildWhySv(
+export function buildWhy(
   candidate: RecommendationCandidate,
   ctx: RecommendationContext,
   parts: Record<string, number>,
   provenance: ProvenanceEntry[] = [],
+  languageTag = "sv-SE",
 ): string {
+  const t = getTemplates(languageTag);
   const sentences: string[] = [];
 
   const pct = Math.round(candidate.coverage.coverage * 100);
   if (pct >= 100) {
-    sentences.push("Ni har alla ingredienser hemma.");
+    sentences.push(t.coverage100);
   } else if (pct >= 60) {
-    sentences.push(`Ni har ${pct} % av ingredienserna hemma.`);
+    sentences.push(render(t.coveragePct, { pct }));
   } else if (pct > 0) {
-    sentences.push(`Ni har ${pct} % av ingredienserna – resten hamnar på inköpslistan.`);
+    sentences.push(render(t.coverageLow, { pct }));
   }
 
   const urgent = candidate.coverage.expiringUsed
@@ -36,59 +278,68 @@ export function buildWhySv(
     .sort((a, b) => (a.mostUrgentDaysLeft ?? 99) - (b.mostUrgentDaysLeft ?? 99))[0];
   if (urgent) {
     const days = urgent.mostUrgentDaysLeft ?? 0;
-    const when = days <= 0 ? "i dag" : days === 1 ? "senast i morgon" : `inom ${days} dagar`;
+    const tpl = days <= 0 ? t.expiringToday : days === 1 ? t.expiringTomorrow : t.expiringDays;
-    sentences.push(`${capitalize(urgent.displayNameSv)} bör användas ${when}.`);
+    sentences.push(render(tpl, { ingredient: capitalize(urgent.displayNameSv), days }));
   }
 
   // R7: positiv näringsframing
   const protein = Math.round(candidate.nutritionPerPortion.proteinG);
   if ((parts.nutritionFit ?? 0) >= 0.7 && protein >= 25) {
-    sentences.push(`Rätten ger ${protein} gram protein per portion.`);
+    sentences.push(render(t.protein, { protein }));
   }
   if (ctx.isTrainingDay && protein >= 35) {
-    sentences.push("Bra val på en träningsdag.");
+    sentences.push(t.trainingDay);
   }
 
   if ((parts.rating ?? 0) >= 0.8 && candidate.householdRating != null) {
-    sentences.push("Liknande rätter har fått höga betyg av hushållet.");
+    sentences.push(t.householdRating);
   }
 
   if ((parts.holiday ?? 0) >= 1 && ctx.activeHolidayTags.length > 0) {
-    sentences.push("Passar den kommande högtiden.");
+    sentences.push(t.holiday);
   } else if ((parts.season ?? 0) >= 1) {
-    sentences.push("Råvarorna är i säsong just nu.");
+    sentences.push(t.season);
   }
 
   if ((parts.time ?? 0) >= 1 && ctx.isWeekday) {
-    sentences.push(`Klar på ${candidate.totalTimeMinutes} minuter.`);
+    sentences.push(render(t.time, { minutes: candidate.totalTimeMinutes }));
   }
 
   if ((parts.budget ?? 0) >= 1 && candidate.estimatedCostMinorPerPortion != null) {
     sentences.push(
-      `Cirka ${Math.round(candidate.estimatedCostMinorPerPortion / 100)} kr per portion.`,
+      render(t.budget, { cost: Math.round(candidate.estimatedCostMinorPerPortion / 100) }),
     );
   }
 
   if ((parts.craving ?? 0) >= 1) {
-    sentences.push("Matchar det du är sugen på.");
+    sentences.push(t.craving);
   }
 
   // S1: personaliserings-mallar från provenans
   if (ctx.personalizationEnabled && provenance.length > 0) {
-    const lang = "sv-SE"; // explain.ts används för närvarande bara för svenska whySv
+    const rendered = renderProvenance(provenance.slice(0, 2), languageTag); // max 2 personliga satser
-    const rendered = renderProvenance(provenance.slice(0, 2), lang); // max 2 personliga satser
     if (rendered) {
       sentences.push(rendered);
     }
   }
 
   if (sentences.length === 0) {
-    sentences.push("En balanserad rätt som passar er profil.");
+    sentences.push(t.fallback);
   }
 
   return sentences.join(" ");
 }
 
+/** Bakåtkompatibel wrapper: svensk whySv. */
+export function buildWhySv(
+  candidate: RecommendationCandidate,
+  ctx: RecommendationContext,
+  parts: Record<string, number>,
+  provenance: ProvenanceEntry[] = [],
+): string {
+  return buildWhy(candidate, ctx, parts, provenance, "sv-SE");
+}
+
 function capitalize(s: string): string {
   return s.length === 0 ? s : s[0]!.toUpperCase() + s.slice(1);
 }

packages/recommendation-engine/src/provenance-templates.ts

@@ -160,6 +160,15 @@ export function renderProvenanceList(
     .filter((s): s is string => s != null);
 }
 
+/** Språk som varje proveniensmall är översatt till. */
+export function provenanceTemplateLanguages(): Record<string, LanguageTag[]> {
+  const result: Record<string, LanguageTag[]> = {};
+  for (const [key, t] of Object.entries(TEMPLATES)) {
+    result[key] = Object.keys(t) as LanguageTag[];
+  }
+  return result;
+}
+
 /** Förbjudna ord/fraser i proveniens/copy — R3 (ingen skam) + R7 (välmående). */
 export const FORBIDDEN_COPY_PATTERNS = [
   /överskrid/i,

packages/recommendation-engine/test/explanation-copy.test.ts

@@ -0,0 +1,188 @@
+import { describe, expect, it } from "vitest";
+import {
+  buildWhy,
+  containsForbiddenCopy,
+  FORBIDDEN_COPY_PATTERNS,
+  type ProvenanceEntry,
+  type RecommendationCandidate,
+  type RecommendationContext,
+} from "../src/index.js";
+
+const nutrition = {
+  kcal: 550,
+  proteinG: 45,
+  carbsG: 50,
+  fatG: 18,
+  saturatedFatG: 6,
+  fiberG: 6,
+  sugarG: 4,
+  saltG: 1.5,
+};
+
+function candidate(overrides: Partial<RecommendationCandidate> = {}): RecommendationCandidate {
+  return {
+    recipeId: "r1",
+    titleSv: "Kycklinggryta",
+    cuisine: "swedish",
+    tags: [],
+    totalTimeMinutes: 30,
+    nutritionPerPortion: nutrition,
+    estimatedCostMinorPerPortion: 2200,
+    ratingAverage: null,
+    ratingCount: 0,
+    peakSeasons: ["summer"],
+    holidayTags: [],
+    spiceLevel: 1,
+    coverage: { coverage: 0.75, matches: [], missing: [], expiringUsed: [] },
+    ...overrides,
+  };
+}
+
+const baseCtx: RecommendationContext = {
+  mealType: "dinner",
+  persons: 4,
+  currentSeason: "summer",
+  activeHolidayTags: [],
+  isWeekday: true,
+  favoriteCuisines: ["swedish"],
+  remainingProteinG: 60,
+  remainingKcal: 800,
+  personalizationEnabled: true,
+};
+
+const provenanceSet: ProvenanceEntry[][] = [
+  [],
+  [{ key: "favoriteCuisine", args: { cuisine: "svensk" } }],
+  [{ key: "cookedOften", args: { recipe: "pannkakor", count: 3 } }],
+  [{ key: "expiringIngredient", args: { count: 2, ingredient: "gurkan", days: 1 } }],
+  [{ key: "fitsProteinGoal", args: {} }],
+  [{ key: "fitsVegetableGoal", args: {} }],
+  [{ key: "tastePreference", args: { axis: "spice" } }],
+  [{ key: "usesStapleYouFinish", args: { ingredient: "ris" } }],
+];
+
+describe("S6 förbjuden-copy-skanning av genererade förklaringar", () => {
+  it("100+ varierade förklaringar innehåller ingen förbjuden copy", () => {
+    const explanations: string[] = [];
+    const langs = ["sv-SE", "en-US", "de-DE", "es-ES", "fr-FR"];
+    const coverages = [0.25, 0.55, 0.75, 0.92, 1];
+    const proteins = [15, 30, 45, 58];
+    const ratings = [null, 4.5, 4.9];
+    const costs = [1200, 2200, 4500];
+    const daysSince = [null, 2, 14];
+
+    for (const lang of langs) {
+      for (const cov of coverages) {
+        for (const protein of proteins) {
+          for (const rating of ratings) {
+            for (const cost of costs) {
+              for (const days of daysSince) {
+                for (const prov of provenanceSet) {
+                  const ctx: RecommendationContext = {
+                    ...baseCtx,
+                    isTrainingDay: protein >= 35,
+                    activeHolidayTags: lang === "sv-SE" ? ["midsummer"] : [],
+                  };
+                  const c = candidate({
+                    coverage: {
+                      coverage: cov,
+                      matches: [],
+                      missing: [],
+                      expiringUsed:
+                        cov < 1
+                          ? [
+                              {
+                                canonicalIngredientId: "chicken",
+                                displayNameSv: "kycklingen",
+                                required: 400,
+                                unit: "GRAM",
+                                availableInUnit: 500,
+                                covered: true,
+                                optional: false,
+                                mostUrgentDaysLeft: 2,
+                                usesExpiringItem: true,
+                              },
+                            ]
+                          : [],
+                    },
+                    nutritionPerPortion: { ...nutrition, proteinG: protein },
+                    estimatedCostMinorPerPortion: cost,
+                    householdRating: rating,
+                    daysSinceLastCooked: days,
+                  });
+                  const parts = {
+                    coverage: cov,
+                    expiry: cov < 1 ? 0.8 : 0,
+                    nutritionFit: protein >= 25 ? 0.85 : 0.4,
+                    taste: 0.6,
+                    rating: rating != null ? 0.9 : 0.5,
+                    season: 1,
+                    holiday: ctx.activeHolidayTags.length > 0 ? 1 : 0,
+                    time: 1,
+                    budget: cost <= 2500 ? 1 : 0.4,
+                    variety: days == null ? 0.8 : days < 7 ? 0 : 1,
+                    weather: 0.5,
+                    craving: 0.5,
+                    memoryFit: 1,
+                    tasteFit: 0,
+                    cookingAssumptionFit: 0,
+                  };
+                  explanations.push(buildWhy(c, ctx, parts, prov, lang));
+                }
+              }
+            }
+          }
+        }
+      }
+    }
+
+    expect(explanations.length).toBeGreaterThanOrEqual(100);
+    const hits = explanations.filter((e) => containsForbiddenCopy(e));
+    if (hits.length > 0) {
+      // eslint-disable-next-line no-console
+      console.error("Förbjuden copy hittades:", hits.slice(0, 5));
+    }
+    expect(hits).toHaveLength(0);
+  });
+
+  it("skam-exempel-korpus flaggas av förbjuden-copy-listan", () => {
+    const shameExamples = [
+      "Du har överskridit ditt kalorimål.",
+      "Bara 200 kcal kvar idag.",
+      "Begränsa dig nu.",
+      "Undvik kolhydrater.",
+      "Du borde inte äta så mycket kött.",
+      "Skäms över dina matvanor.",
+      "Din kost är dålig.",
+      "Du har ätit för mycket socker.",
+      "Måste sluta med snacks.",
+      "Överdriv inte.",
+      "Du får inte äta det där.",
+    ];
+    const flagged = shameExamples.filter((s) => containsForbiddenCopy(s));
+    expect(flagged.length).toBeGreaterThanOrEqual(shameExamples.length - 1);
+  });
+
+  it("varje förbjudet mönster matchar minst ett skam-exempel", () => {
+    const shameExamples = [
+      "Du har överskridit ditt kalorimål.",
+      "Bara 200 kcal kvar idag.",
+      "Begränsa dig nu.",
+      "Undvik kolhydrater.",
+      "Du borde inte äta så mycket kött.",
+      "Skäms över dina matvanor.",
+      "Din kost är dålig.",
+      "Du har ätit för mycket socker.",
+      "Måste sluta med snacks.",
+      "Överdriv inte.",
+      "Du får inte äta det där.",
+      "För lite grönsaker idag.",
+      "För mycket fett.",
+      "Skärp dig.",
+    ];
+    for (const pattern of FORBIDDEN_COPY_PATTERNS) {
+      const matches = shameExamples.filter((s) => pattern.test(s));
+      expect(matches.length, `mönster ${pattern.source} matchade inget exempel`).toBeGreaterThan(0);
+    }
+  });
+});

packages/recommendation-engine/test/i18n-parity.test.ts

@@ -0,0 +1,104 @@
+import { describe, expect, it } from "vitest";
+import {
+  provenanceTemplateLanguages,
+  whyTemplateLanguages,
+  buildWhy,
+  type RecommendationCandidate,
+  type RecommendationContext,
+  type ProvenanceEntry,
+} from "../src/index.js";
+
+const EXPECTED_LANGS = [
+  "sv",
+  "en",
+  "es",
+  "it",
+  "de",
+  "fr",
+  "da",
+  "nb",
+  "fi",
+  "nl",
+  "pl",
+  "pt",
+];
+
+const fullCoverage = { coverage: 1, matches: [], missing: [], expiringUsed: [] };
+const nutrition = {
+  kcal: 550,
+  proteinG: 45,
+  carbsG: 50,
+  fatG: 18,
+  saturatedFatG: 6,
+  fiberG: 6,
+  sugarG: 4,
+  saltG: 1.5,
+};
+
+function candidate(overrides: Partial<RecommendationCandidate> = {}): RecommendationCandidate {
+  return {
+    recipeId: "r1",
+    titleSv: "Kycklinggryta",
+    cuisine: "swedish",
+    tags: [],
+    totalTimeMinutes: 30,
+    nutritionPerPortion: nutrition,
+    estimatedCostMinorPerPortion: 2200,
+    ratingAverage: null,
+    ratingCount: 0,
+    peakSeasons: [],
+    holidayTags: [],
+    spiceLevel: 1,
+    coverage: fullCoverage,
+    ...overrides,
+  };
+}
+
+const ctx: RecommendationContext = {
+  mealType: "dinner",
+  persons: 4,
+  currentSeason: "summer",
+  activeHolidayTags: [],
+  isWeekday: true,
+  favoriteCuisines: ["swedish"],
+  remainingProteinG: 60,
+  remainingKcal: 800,
+  personalizationEnabled: false,
+};
+
+describe("S6 i18n-paritet", () => {
+  it("provenansmallarna täcker exakt 12 språk utan dubbletter", () => {
+    const langsByTemplate = provenanceTemplateLanguages();
+    expect(Object.keys(langsByTemplate).length).toBeGreaterThan(0);
+    for (const [key, langs] of Object.entries(langsByTemplate)) {
+      expect(langs.length, `mall ${key} har dubbletter eller saknar språk`).toBe(EXPECTED_LANGS.length);
+      expect(new Set(langs).size, `mall ${key} har dubbletter`).toBe(EXPECTED_LANGS.length);
+      for (const lang of EXPECTED_LANGS) {
+        expect(langs).toContain(lang);
+      }
+    }
+  });
+
+  it("why-mallarna täcker exakt 12 språk utan dubbletter", () => {
+    const langs = whyTemplateLanguages();
+    expect(langs.length).toBe(EXPECTED_LANGS.length);
+    expect(new Set(langs).size).toBe(EXPECTED_LANGS.length);
+    for (const lang of EXPECTED_LANGS) {
+      expect(langs).toContain(lang);
+    }
+  });
+
+  it("buildWhy renderar på rätt språk för varje supporterat språk", () => {
+    const provenance: ProvenanceEntry[] = [
+      { key: "favoriteCuisine", args: { cuisine: "svensk" } },
+    ];
+    for (const lang of EXPECTED_LANGS) {
+      const why = buildWhy(candidate(), { ...ctx, personalizationEnabled: true }, { coverage: 1, expiry: 0, nutritionFit: 0.9, taste: 0.5, rating: 0.5, season: 0, holiday: 0, time: 0, budget: 0, variety: 0.5, weather: 0.5, craving: 0.5, memoryFit: 1, tasteFit: 0, cookingAssumptionFit: 0 }, provenance, `${lang}-XX`);
+      expect(why.length, `tom why för ${lang}`).toBeGreaterThan(0);
+      // Ingen why får falla tillbaka på svenska fallback om språket finns.
+      if (lang !== "sv") {
+        expect(why).not.toBe("En balanserad rätt som passar er profil.");
+      }
+    }
+  });
+});