feat(recommendations): collect demographics and advance age cohorts

2026-10-22 14:19:52 +03:00
1 parent e158558da3
commit fff91c446b
@@ -1427,9 +1427,10 @@ paths:
    get:
      operationId: getOnboarding
      tags: [wave]
-      summary: Онбординг вкуса — исполнители и жанры библиотеки для выбора
+      summary: Анкета рекомендаций — варианты, сохранённые ответы и необходимость заполнения
      description: |
-        `required` — показать онбординг: пользователь его не проходил и не пропускал, а своей истории почти нет.
+        `required` — пользователь не проходил и не пропускал анкету либо администратор сбросил рекомендации.
+        `choice` содержит ответы с текущей приблизительной возрастной группой; исходная группа и год хранятся на сервере.
      responses:
        "200":
          description: Варианты и состояние
@@ -1819,6 +1820,8 @@ components:
      properties:
        required:
          type: boolean
+        choice:
+          $ref: "#/components/schemas/OnboardingChoice"
        artists:
          type: array
          items:
@@ -1854,6 +1857,19 @@ components:
      type: object
      required: [artist_ids, genres]
      properties:
+        gender:
+          type: string
+          nullable: true
+          enum: [male, female, other]
+        age_group:
+          type: string
+          nullable: true
+          enum: [under_13, "13_19", "20_29", "30_39", "40_49", "50_59", 60_plus]
+          description: Текущая приблизительная возрастная группа. Сервер хранит год выбора и учитывает прошедшие годы.
+        age_group_year:
+          type: integer
+          readOnly: true
+          description: Год последнего выбора возрастной группы.
        artist_ids:
          type: array
          maxItems: 50
@@ -9,6 +9,7 @@ import { player } from '../../player/controller';
 import { usePlayerState } from '../../player/hooks';
 import { useColors } from '../../theme';
 import { ErrorBox, Icon, Screen, useErrorText, type IconName } from '../../ui/kit';
+import { OnboardingGate } from '../../ui/Onboarding';
 import { WaveOrb } from '../../ui/wave/WaveOrb';

 /** Имена из /wave/options (Material Symbols) → MaterialIcons. */
@@ -22,6 +23,10 @@ function iconFor(name: string): IconName {
 * На Android спектр недоступен, поэтому пульс берётся из BPM и energy трека (docs/mobile.md).
 */
 export default function HomeScreen() {
+  return <OnboardingGate><WaveHome /></OnboardingGate>;
+}
+
+function WaveHome() {
  const colors = useColors();
  const { t } = useTranslation();
  const tr = t as unknown as (k: string) => string;
@@ -15,6 +15,7 @@ import { player } from '../../player/controller';
 import { radius, useColors } from '../../theme';
 import { Button, H1, Icon, Muted, Screen, Segmented } from '../../ui/kit';
 import { useDownloads } from '../../ui/downloads';
+import { RecommendationSettings } from '../../ui/Onboarding';
 import { PasswordSheet, QualitySheet, useQualityPrefs } from '../../ui/settings';
 import { useUpdateState } from '../../ui/UpdateDialog';

@@ -74,6 +75,8 @@ export default function ProfileScreen() {
          @{user.username} · {t(`roles.${user.role}`)}
        </Muted>

+        <RecommendationSettings />
+
        <Section>
          <Row label={t('language.label')}>
            <Segmented<Locale>
@@ -0,0 +1,85 @@
+import type { components } from '@pipu/api-client';
+import { AGE_GROUPS, GENDERS, unwrap } from '@pipu/core';
+import { useMutation, useQuery, useQueryClient } from '@tanstack/react-query';
+import { useState, type ReactNode } from 'react';
+import { useTranslation } from 'react-i18next';
+import { ActivityIndicator, Pressable, ScrollView, Text, View } from 'react-native';
+
+import { useSession, useSessionCtx, useUser } from '../lib/session';
+import { useColors } from '../theme';
+import { Button, ErrorBox, H1, Muted, Screen, useErrorText } from './kit';
+
+type Options = components['schemas']['Onboarding'];
+type Choice = components['schemas']['OnboardingChoice'];
+
+function useOnboarding() {
+  const session = useSession();
+  const user = useUser();
+  const { server } = useSessionCtx();
+  return useQuery({ queryKey: ['onboarding', server, user.id],
+    queryFn: async () => unwrap(await session.client.GET('/api/v1/onboarding')),
+    staleTime: 0, refetchInterval: 30_000 });
+}
+
+export function OnboardingGate({ children }: { children: ReactNode }) {
+  const query = useOnboarding();
+  const client = useQueryClient();
+  if (query.isPending) return <Screen><ActivityIndicator /></Screen>;
+  if (!query.data?.required) return <>{children}</>;
+  return <Screen><ScrollView contentContainerStyle={{ padding: 16 }}>
+    <Onboarding options={query.data} onDone={() => void client.invalidateQueries({ queryKey: ['onboarding'] })} />
+  </ScrollView></Screen>;
+}
+
+export function RecommendationSettings() {
+  const { t } = useTranslation();
+  const query = useOnboarding();
+  const client = useQueryClient();
+  const [editing, setEditing] = useState(false);
+  const errorText = useErrorText();
+  return <View>
+    {editing && query.data ? <Onboarding key={JSON.stringify(query.data.choice)} options={query.data} editing onDone={() => {
+      setEditing(false); void client.invalidateQueries({ queryKey: ['onboarding'] });
+    }} /> : <Button title={t('onboarding.edit')} variant="secondary" busy={query.isFetching} onPress={() => { void query.refetch().then((result) => { if (result.data && !result.error) setEditing(true); }); }} />}
+    <ErrorBox>{query.error ? errorText(query.error) : null}</ErrorBox>
+  </View>;
+}
+
+function Onboarding({ options, onDone, editing = false }: { options: Options; onDone: () => void; editing?: boolean }) {
+  const { t } = useTranslation();
+  const session = useSession();
+  const errorText = useErrorText();
+  const [choice, setChoice] = useState<Choice>(options.choice ?? { artist_ids: [], genres: [], gender: null, age_group: null });
+  const save = useMutation({ mutationFn: async (skip: boolean) => unwrap(await session.client.PUT('/api/v1/me/onboarding', {
+    body: skip ? { artist_ids: [], genres: [], gender: null, age_group: null } : choice,
+  })), onSuccess: onDone });
+  const toggle = (key: 'artist_ids' | 'genres', value: string) => setChoice((old) => ({ ...old,
+    [key]: old[key].includes(value) ? old[key].filter((x) => x !== value) : [...old[key], value],
+  }));
+  return <View style={{ gap: 20 }}>
+    <H1>{t('onboarding.title')}</H1><Muted>{t('onboarding.subtitle')}</Muted>
+    <Choices title={t('onboarding.gender')} items={[{ value: '', label: t('onboarding.unspecified') }, ...GENDERS.map((g) => ({ value: g, label: t(`onboarding.genders.${g}`) }))]}
+      selected={[choice.gender ?? '']} onPick={(v) => setChoice((old) => ({ ...old, gender: (v || null) as Choice['gender'] }))} />
+    <Choices title={t('onboarding.age_group')} items={[{ value: '', label: t('onboarding.unspecified') }, ...AGE_GROUPS.map((g) => ({ value: g, label: t(`onboarding.ages.${g}`) }))]}
+      selected={[choice.age_group ?? '']} onPick={(v) => setChoice((old) => ({ ...old, age_group: (v || null) as Choice['age_group'] }))} />
+    <Muted>{t('onboarding.age_hint')}</Muted>
+    <Choices title={t('onboarding.artists')} items={options.artists.map((a) => ({ value: a.id, label: a.name }))} selected={choice.artist_ids} onPick={(v) => toggle('artist_ids', v)} />
+    <Choices title={t('onboarding.genres')} items={options.genres.map((g) => ({ value: g.name, label: g.name }))} selected={choice.genres} onPick={(v) => toggle('genres', v)} />
+    <ErrorBox>{save.error ? errorText(save.error) : null}</ErrorBox>
+    <Button title={t(editing ? 'settings.save' : 'onboarding.done')} busy={save.isPending} onPress={() => save.mutate(false)} />
+    <Button title={t(editing ? 'form.cancel' : 'onboarding.skip')} variant="ghost" disabled={save.isPending} onPress={() => editing ? onDone() : save.mutate(true)} />
+  </View>;
+}
+
+function Choices({ title, items, selected, onPick }: { title: string; items: { value: string; label: string }[]; selected: string[]; onPick: (value: string) => void }) {
+  const colors = useColors();
+  return <View style={{ gap: 10 }}><Text style={{ color: colors.text, fontWeight: '600' }}>{title}</Text>
+    <View style={{ flexDirection: 'row', flexWrap: 'wrap', gap: 8 }}>{items.map((item) => {
+      const on = selected.includes(item.value);
+      return <Pressable key={item.value} accessibilityRole="button" accessibilityState={{ selected: on }} onPress={() => onPick(item.value)}
+        style={{ padding: 12, borderRadius: 20, backgroundColor: on ? colors['accent-fill'] : colors.surface2 }}>
+        <Text style={{ color: on ? '#fff' : colors.text }}>{item.label}</Text>
+      </Pressable>;
+    })}</View>
+  </View>;
+}
@@ -48,6 +48,15 @@ test('settings expose crossfade and loudness normalization', async ({ page }) =>
  const slider = page.getByRole('slider', { name: /Кроссфейд/ });
  await slider.fill('4');
  await expect(page.getByText('Кроссфейд, 4 с')).toBeVisible();
+  await page.getByRole('button', { name: 'Настроить рекомендации' }).click();
+  await page.getByRole('button', { name: 'Мужской', exact: true }).click();
+  await page.getByRole('button', { name: '13–19', exact: true }).click();
+  const form = page.getByRole('heading', { name: 'Что вы любите слушать?' }).locator('../..');
+  await form.getByRole('button', { name: 'Сохранить', exact: true }).click();
+  await page.getByRole('button', { name: 'Настроить рекомендации' }).click();
+  await expect(page.getByRole('button', { name: 'Мужской', exact: true })).toHaveAttribute('aria-pressed', 'true');
+  await expect(page.getByRole('button', { name: '13–19', exact: true })).toHaveAttribute('aria-pressed', 'true');
+
 });
 test('9. login page switches between Russian and English', async ({ page }) => {
  await page.goto('/login');
@@ -479,3 +479,30 @@ describe('playlists', () => {
    expect(api.playlists.get(item.id)?.name).toBe('Другое устройство');
  });
 });
+
+
+describe('recommendation preferences', () => {
+  it('saves demographics, edits the age group and asks again after an admin reset', async () => {
+    const admin = makeUser('owner', 'admin');
+    const { user, api, router, session } = await renderApp([admin], '/settings', { signedInAs: admin });
+    await user.click(await screen.findByRole('button', { name: 'Настроить рекомендации' }));
+    await user.click(await screen.findByRole('button', { name: 'Мужской' }));
+    await user.click(screen.getByRole('button', { name: '13–19' }));
+    await user.click(screen.getAllByRole('button', { name: 'Сохранить' }).find((b) => !b.hasAttribute('disabled'))!);
+    await screen.findByRole('button', { name: 'Настроить рекомендации' });
+    expect(api.calls.filter((c) => c.path === '/api/v1/me/onboarding').at(-1)?.body).toMatchObject({ gender: 'male', age_group: '13_19' });
+    await user.click(screen.getByRole('button', { name: 'Настроить рекомендации' }));
+    expect(await screen.findByRole('button', { name: '13–19' })).toHaveAttribute('aria-pressed', 'true');
+    await user.click(screen.getByRole('button', { name: '20–29' }));
+    await user.click(screen.getAllByRole('button', { name: 'Сохранить' }).find((b) => !b.hasAttribute('disabled'))!);
+    await screen.findByRole('button', { name: 'Настроить рекомендации' });
+    await session.client.POST('/api/v1/admin/users/{id}/reset-recommendations', { params: { path: { id: admin.id } } });
+    await router.navigate({ to: '/' });
+    await screen.findByRole('heading', { name: 'Что вы любите слушать?' });
+    expect(screen.getByRole('button', { name: 'Мужской' })).toHaveAttribute('aria-pressed', 'false');
+    expect(screen.getByRole('button', { name: '20–29' })).toHaveAttribute('aria-pressed', 'false');
+    await user.click(screen.getByRole('button', { name: 'Пропустить' }));
+    await screen.findByRole('button', { name: 'Запустить «Мою волну»' });
+    expect(api.calls.filter((c) => c.path === '/api/v1/me/onboarding').at(-1)?.body).toEqual({ artist_ids: [], genres: [], gender: null, age_group: null });
+  });
+});
@@ -52,7 +52,8 @@ export function HomePage() {
  const onboarding = useQuery({
    queryKey: ['onboarding'],
    queryFn: async () => unwrap(await session.client.GET('/api/v1/onboarding')),
-    staleTime: Infinity,
+    staleTime: 0,
+    refetchInterval: 30_000,
  });
  if (onboarding.isPending) {
    return (
@@ -1,5 +1,5 @@
 import type { components } from '@pipu/api-client';
-import { unwrap } from '@pipu/core';
+import { AGE_GROUPS, GENDERS, unwrap } from '@pipu/core';
 import { useMutation } from '@tanstack/react-query';
 import { useState } from 'react';
 import { useTranslation } from 'react-i18next';
@@ -20,17 +20,19 @@ const MIN_ARTISTS = 3;
 * Онбординг вкуса (docs/recommendations.md#7): исполнители и жанры библиотеки — начальный вкус «Моей волны»,
 * пока своей истории почти нет. Пропуск тоже запоминается: второй раз не спросим.
 */
-export function Onboarding({ options, onDone }: { options: Options; onDone: () => void }) {
+export function Onboarding({ options, onDone, editing = false }: { options: Options; onDone: () => void; editing?: boolean }) {
  const { t } = useTranslation();
  const session = useSession();
  const errorText = useErrorText();
-  const [artists, setArtists] = useState<Set<string>>(new Set());
-  const [genres, setGenres] = useState<Set<string>>(new Set());
+  const [artists, setArtists] = useState<Set<string>>(new Set(options.choice?.artist_ids));
+  const [genres, setGenres] = useState<Set<string>>(new Set(options.choice?.genres));
+  const [gender, setGender] = useState(options.choice?.gender ?? null);
+  const [ageGroup, setAgeGroup] = useState(options.choice?.age_group ?? null);
  const save = useMutation({
    mutationFn: async (skip: boolean) =>
      unwrap(
        await session.client.PUT('/api/v1/me/onboarding', {
-          body: skip ? { artist_ids: [], genres: [] } : { artist_ids: [...artists], genres: [...genres] },
+          body: skip ? { artist_ids: [], genres: [], gender: null, age_group: null } : { artist_ids: [...artists], genres: [...genres], gender, age_group: ageGroup },
        }),
      ),
    onSuccess: onDone,
@@ -43,7 +45,7 @@ export function Onboarding({ options, onDone }: { options: Options; onDone: () =
      else next.add(key);
      return next;
    });
-  const enough = artists.size >= MIN_ARTISTS || (artists.size > 0 && genres.size > 0);
+  const enough = editing || artists.size >= MIN_ARTISTS || (artists.size > 0 && genres.size > 0) || !!gender || !!ageGroup || options.artists.length === 0;

  return (
    <div className={s.page}>
@@ -52,6 +54,21 @@ export function Onboarding({ options, onDone }: { options: Options; onDone: () =
        <p>{t('onboarding.subtitle')}</p>
      </header>

+      <section aria-label={t('onboarding.gender')}>
+        <h2 className={s.label}>{t('onboarding.gender')}</h2>
+        <div className={s.genres}>
+          <button type="button" className={s.genre} aria-pressed={!gender} onClick={() => setGender(null)}>{t('onboarding.unspecified')}</button>
+          {GENDERS.map((g) => <button type="button" key={g} className={s.genre} aria-pressed={gender === g} onClick={() => setGender(g)}>{t(`onboarding.genders.${g}`)}</button>)}
+        </div>
+      </section>
+      <section aria-label={t('onboarding.age_group')}>
+        <h2 className={s.label}>{t('onboarding.age_group')}</h2>
+        <p>{t('onboarding.age_hint')}</p>
+        <div className={s.genres}>
+          <button type="button" className={s.genre} aria-pressed={!ageGroup} onClick={() => setAgeGroup(null)}>{t('onboarding.unspecified')}</button>
+          {AGE_GROUPS.map((g) => <button type="button" key={g} className={s.genre} aria-pressed={ageGroup === g} onClick={() => setAgeGroup(g)}>{t(`onboarding.ages.${g}`)}</button>)}
+        </div>
+      </section>
      <section aria-label={t('onboarding.artists')}>
        <h2 className={s.label}>{t('onboarding.artists')}</h2>
        <div className={s.artists}>
@@ -101,11 +118,11 @@ export function Onboarding({ options, onDone }: { options: Options; onDone: () =

      <FormError>{save.error ? errorText(save.error) : null}</FormError>
      <div className={s.actions}>
-        <Button variant="ghost" busy={save.isPending && save.variables} onClick={() => save.mutate(true)}>
-          {t('onboarding.skip')}
+        <Button variant="ghost" disabled={save.isPending} busy={save.isPending && save.variables} onClick={() => editing ? onDone() : save.mutate(true)}>
+          {t(editing ? 'form.cancel' : 'onboarding.skip')}
        </Button>
-        <Button variant="primary" busy={save.isPending && !save.variables} disabled={!enough} onClick={() => save.mutate(false)}>
-          {enough ? t('onboarding.done') : t('onboarding.pick_more', { count: MIN_ARTISTS - artists.size })}
+        <Button variant="primary" busy={save.isPending && !save.variables} disabled={!enough || save.isPending} onClick={() => save.mutate(false)}>
+          {enough ? t(editing ? 'settings.save' : 'onboarding.done') : t('onboarding.pick_more', { count: MIN_ARTISTS - artists.size })}
        </Button>
      </div>
    </div>
@@ -12,6 +12,7 @@ import { formatDateTime } from '../shared/lib/format';
 import { Button, Field, FormError, Segmented } from '../shared/ui/ui';
 import { LanguageSwitch } from '../widgets/LanguageSwitch';
 import s from './page.module.css';
+import { Onboarding } from './Onboarding';

 type Theme = NonNullable<components['schemas']['UiPrefs']['theme']>;
 type WaveVariant = NonNullable<components['schemas']['UiPrefs']['wave_variant']>;
@@ -24,6 +25,7 @@ export function SettingsPage() {
        <h1>{t('settings.title')}</h1>
      </div>
      <ProfileSection />
+      <RecommendationSettings />
      <AppearanceSection />
      <PasswordSection />
      <SessionsSection />
@@ -357,3 +359,17 @@ function SessionsSection() {
    </section>
  );
 }
+
+function RecommendationSettings() {
+  const { t } = useTranslation();
+  const session = useSession();
+  const queryClient = useQueryClient();
+  const [editing, setEditing] = useState(false);
+  const errorText = useErrorText();
+  const options = useQuery({ queryKey: ['onboarding'], queryFn: async () => unwrap(await session.client.GET('/api/v1/onboarding')), staleTime: 0 });
+  return <section className={s.section}>
+    {editing && options.data ? <Onboarding key={JSON.stringify(options.data.choice)} options={options.data} editing onDone={() => { setEditing(false); void queryClient.invalidateQueries({ queryKey: ['onboarding'] }); }} />
+      : <Button busy={options.isFetching} onClick={() => { void options.refetch().then((result) => { if (result.data && !result.error) setEditing(true); }); }}>{t('onboarding.edit')}</Button>}
+    <FormError>{options.error ? errorText(options.error) : null}</FormError>
+  </section>;
+}
@@ -70,6 +70,7 @@ export function makeUser(username: string, role: Role, extra: Partial<FakeUser>
 */
 export function fakeApi(initial: FakeUser[]) {
  const users = new Map(initial.map((u) => [u.id, { ...u }]));
+  const onboarding = new Map<string, components['schemas']['OnboardingChoice'] | null>();
  const prefs = new Map<string, components['schemas']['UiPrefs']>();
  let current: string | null = null; // id вошедшего (одна сессия на тест)
  let token = 0;
@@ -206,7 +207,10 @@ export function fakeApi(initial: FakeUser[]) {
      case 'POST /api/v1/uploads/seen':
        return new Response(null, { status: 204 });
      case 'GET /api/v1/onboarding':
-        return json({ required: false, artists: [], genres: [] });
+        return json({ required: onboarding.get(user!.id) === null, artists: [], genres: [], choice: onboarding.get(user!.id) ?? undefined });
+      case 'PUT /api/v1/me/onboarding':
+        onboarding.set(user!.id, body as components['schemas']['OnboardingChoice']);
+        return new Response(null, { status: 204 });
      case 'GET /api/v1/me/likes':
      case 'GET /api/v1/me/dislikes':
      case 'GET /api/v1/me/history':
@@ -285,8 +289,10 @@ export function fakeApi(initial: FakeUser[]) {
      case `GET /api/v1/artists/${kino.id}/albums`:
        return json({ items: [albumSummary] });
    }
-    if (req.method === 'POST' && /^\/api\/v1\/admin\/users\/[^/]+\/reset-recommendations$/.test(path))
+    if (req.method === 'POST' && /^\/api\/v1\/admin\/users\/[^/]+\/reset-recommendations$/.test(path)) {
+      onboarding.set(path.split('/')[5]!, null);
      return new Response(null, { status: 204 });
+    }
    const userPath = /^\/api\/v1\/admin\/users\/([^/]+)$/.exec(path);
    if (userPath && req.method === 'PATCH') {
      if (!user || user.role === 'user') return problem(403, 'auth.forbidden');
@@ -219,10 +219,27 @@ MMR-разнообразие и квоты остаются. Пока модел
 - **Новый пользователь**: опциональный онбординг (выбрать 3+ жанра или исполнителя) → начальные центроиды.
  Без онбординга — первые пачки из `popular` и максимально разнообразных кластеров библиотеки
  (по одному треку из разных кластеров), exploration 40% на первые 30 треков.
- Реализация онбординга: `GET /onboarding` (40 исполнителей с наибольшим числом треков, 24 жанра; `required` —
-  не пройден и своей истории < 10 треков), `PUT /me/onboarding` → `user_profiles_rec.onboarding`; пустой выбор —
-  пропуск. Рекомендатель, пока своих оценок < 30, добавляет псевдооценки: треки выбранных исполнителей +1,
-  жанров +0.5 (до 300 треков). Веб показывает онбординг на главной вместо волны.
+- Онбординг: `GET /onboarding` возвращает 40 исполнителей, 24 жанра, сохранённый `choice` и `required`.
+  Анкета показывается на главной в вебе/desktop и Android до первого заполнения или пропуска, независимо
+  от истории и наличия библиотеки. Её можно повторно открыть в настройках профиля.
+- `PUT /me/onboarding` сохраняет исполнителей, жанры, необязательный пол (`male`, `female`, `other`) и
+  возрастную группу (`under_13`, `13_19`, `20_29`, `30_39`, `40_49`, `50_59`, `60_plus`) в
+  `user_profiles_rec.onboarding`. Пустые списки и `null` для пола/возраста означают пропуск.
+- Вместе с исходной возрастной группой сервер сохраняет год выбора (`age_group_year`); клиент не может
+  подменить его. SQL-функция `rec_age_group` прибавляет прошедшие годы к середине выбранного диапазона
+  (для открытых диапазонов: 6 и 65 лет). Например, 13–19 лет в 2006 → примерно 30–39 лет в 2026.
+  API возвращает текущую приблизительную группу. При сохранении той же текущей группы исходная группа
+  и год остаются прежними; выбор другой группы задаёт новую точку отсчёта. Это оценка, не дата рождения.
+- Пока собственных оценок меньше 30, рекомендатель добавляет псевдооценки: исполнители +1, жанры +0.5,
+  а треки, понравившиеся минимум двум другим незаблокированным слушателям с тем же полом и текущей
+  возрастной группой, — до +0.25. Если указано одно поле, сравнивается только оно; если ни одного —
+  демографического сигнала нет. Личные оценки не перезаписываются, дизлайки исключаются.
+  На каждый источник действует лимит 300 треков. Музыкальные предпочтения пола/возраста заранее не задаются.
+- Запасная Go-волна учитывает выбранных исполнителей/жанры и те же демографические когорты после личных
+  лайков и любимых исполнителей. Случайные треки сохраняют разнообразие.
+- Администраторский сброс удаляет профиль целиком, включая все ответы и год выбора. Клиенты обновляют
+  состояние анкеты каждые 30 секунд, а веб также при возвращении на главную/в окно. Пользователь проходит
+  настройку снова; текущее воспроизведение не прерывается.
 - **Новый трек**: сразу доступен через `audio_sim` / `fresh` (как только проанализирован), без единого прослушивания.

 ## 8. Обучение на всех пользователях
@@ -1225,8 +1225,9 @@ export interface paths {
            cookie?: never;
        };
        /**
-         * Онбординг вкуса — исполнители и жанры библиотеки для выбора
-         * @description `required` — показать онбординг: пользователь его не проходил и не пропускал, а своей истории почти нет.
+         * Анкета рекомендаций — варианты, сохранённые ответы и необходимость заполнения
+         * @description `required` — пользователь не проходил и не пропускал анкету либо администратор сбросил рекомендации.
+         *     `choice` содержит ответы с текущей приблизительной возрастной группой; исходная группа и год хранятся на сервере.
         */
        get: operations["getOnboarding"];
        put?: never;
@@ -1472,6 +1473,7 @@ export interface components {
        };
        Onboarding: {
            required: boolean;
+            choice?: components["schemas"]["OnboardingChoice"];
            artists: {
                /** Format: uuid */
                id: string;
@@ -1487,6 +1489,15 @@ export interface components {
            }[];
        };
        OnboardingChoice: {
+            /** @enum {string|null} */
+            gender?: "male" | "female" | "other" | null;
+            /**
+             * @description Текущая приблизительная возрастная группа. Сервер хранит год выбора и учитывает прошедшие годы.
+             * @enum {string|null}
+             */
+            age_group?: "under_13" | "13_19" | "20_29" | "30_39" | "40_49" | "50_59" | "60_plus" | null;
+            /** @description Год последнего выбора возрастной группы. */
+            readonly age_group_year?: number;
            artist_ids: string[];
            genres: string[];
        };
@@ -27,3 +27,5 @@ export { checkServer, normalizeServerUrl, type ServerCheck } from './server';
 export { initialWaveState, mix, rgb, rgba, step, WAVE_COLORS, waveScale, type Rgb, type WaveState } from './wave-anim';

 export { WaveCoordinator, EARLY_SKIP_MS, WAVE_REFILL_AT, type WaveInfo, type WaveOutcome, type WaveFeedback, type WaveGateway } from './wave';
+
+export { AGE_GROUPS, GENDERS } from './onboarding';
@@ -0,0 +1,2 @@
+export const AGE_GROUPS = ['under_13', '13_19', '20_29', '30_39', '40_49', '50_59', '60_plus'] as const;
+export const GENDERS = ['male', 'female', 'other'] as const;
@@ -318,7 +318,26 @@
    "pick_more_one": "Pick {{count}} more artist",
    "pick_more_few": "Pick {{count}} more artists",
    "pick_more_many": "Pick {{count}} more artists",
-    "pick_more_other": "Pick {{count}} more artists"
+    "pick_more_other": "Pick {{count}} more artists",
+    "gender": "Gender",
+    "age_group": "Age group",
+    "unspecified": "Prefer not to say",
+    "edit": "Recommendation preferences",
+    "age_hint": "Your group will advance approximately from the year selected. You can correct it in your profile.",
+    "genders": {
+      "male": "Male",
+      "female": "Female",
+      "other": "Other"
+    },
+    "ages": {
+      "under_13": "До 13",
+      "13_19": "13–19",
+      "20_29": "20–29",
+      "30_39": "30–39",
+      "40_49": "40–49",
+      "50_59": "50–59",
+      "60_plus": "60+"
+    }
  },
  "playlists": {
    "name": "Name",
@@ -318,7 +318,26 @@
    "pick_more_one": "Выберите ещё {{count}} исполнителя",
    "pick_more_few": "Выберите ещё {{count}} исполнителя",
    "pick_more_many": "Выберите ещё {{count}} исполнителей",
-    "pick_more_other": "Выберите ещё {{count}} исполнителя"
+    "pick_more_other": "Выберите ещё {{count}} исполнителя",
+    "gender": "Пол",
+    "age_group": "Возрастная группа",
+    "unspecified": "Не указывать",
+    "edit": "Настроить рекомендации",
+    "age_hint": "Группа будет обновляться приблизительно с учётом года выбора. Её можно исправить в профиле.",
+    "genders": {
+      "male": "Мужской",
+      "female": "Женский",
+      "other": "Другой"
+    },
+    "ages": {
+      "under_13": "До 13",
+      "13_19": "13–19",
+      "20_29": "20–29",
+      "30_39": "30–39",
+      "40_49": "40–49",
+      "50_59": "50–59",
+      "60_plus": "60+"
+    }
  },
  "playlists": {
    "name": "Название",
@@ -29,6 +29,7 @@ import (
 	"github.com/redis/go-redis/v9"
 	"github.com/stretchr/testify/require"

+	"pipu/api/internal/api/gen"
 	"pipu/api/internal/library"
 	"pipu/api/internal/library/meta"
 	"pipu/api/internal/platform/config"
@@ -281,17 +282,41 @@ func TestUserJourney(t *testing.T) {

 	// 7½. Онбординг: варианты из библиотеки, выбор сохраняется, второй раз не предлагается.
 	var onb struct {
-		Required bool `json:"required"`
+		Choice   *gen.OnboardingChoice `json:"choice"`
+		Required bool                  `json:"required"`
 		Artists  []struct {
 			ID string `json:"id"`
 		} `json:"artists"`
 	}
 	c.ok("GET", "/api/v1/onboarding", nil, &onb)
 	require.NotEmpty(t, onb.Artists)
-	c.ok("PUT", "/api/v1/me/onboarding", map[string]any{"artist_ids": []string{onb.Artists[0].ID}, "genres": []string{}}, nil)
+	c.ok("PUT", "/api/v1/me/onboarding", map[string]any{"artist_ids": []string{onb.Artists[0].ID}, "genres": []string{}, "gender": "male", "age_group": "13_19", "age_group_year": 1900}, nil)
 	c.ok("GET", "/api/v1/onboarding", nil, &onb)
 	require.False(t, onb.Required)

+	require.NotNil(t, onb.Choice)
+	require.Equal(t, gen.Male, *onb.Choice.Gender)
+	require.Equal(t, gen.N1319, *onb.Choice.AgeGroup)
+	require.Greater(t, *onb.Choice.AgeGroupYear, 1900, "client cannot forge the selection year")
+	_, err = pool.Exec(ctx, `UPDATE user_profiles_rec SET onboarding = jsonb_set(onboarding,
+        '{age_group_year}', to_jsonb(EXTRACT(YEAR FROM CURRENT_DATE)::int - 20)) WHERE user_id = $1`, tokens.User.ID)
+	require.NoError(t, err)
+	c.ok("GET", "/api/v1/onboarding", nil, &onb)
+	require.Equal(t, gen.N3039, *onb.Choice.AgeGroup, "13–19 twenty years ago is approximately 30–39 now")
+	originalYear := *onb.Choice.AgeGroupYear
+	c.ok("PUT", "/api/v1/me/onboarding", onb.Choice, nil)
+	c.ok("GET", "/api/v1/onboarding", nil, &onb)
+	require.Equal(t, originalYear, *onb.Choice.AgeGroupYear, "editing tastes preserves the age anchor")
+	require.Equal(t, gen.N3039, *onb.Choice.AgeGroup)
+	c.ok("POST", "/api/v1/admin/users/"+tokens.User.ID+"/reset-recommendations", nil, nil)
+	onb.Choice = nil
+	c.ok("GET", "/api/v1/onboarding", nil, &onb)
+	require.True(t, onb.Required)
+	require.Nil(t, onb.Choice, "all onboarding answers are cleared")
+	c.ok("PUT", "/api/v1/me/onboarding", map[string]any{"artist_ids": []string{}, "genres": []string{}}, nil)
+	c.ok("GET", "/api/v1/onboarding", nil, &onb)
+	require.False(t, onb.Required, "skip is remembered")
+
 	// 8. «Моя волна»: рекомендатель недоступен — запасная волна из библиотеки.
 	var wave struct {
 		SessionID string  `json:"session_id"`
@@ -53,6 +53,24 @@ const (
 	HealthStatusStatusOk HealthStatusStatus = "ok"
 )

+// Defines values for OnboardingChoiceAgeGroup.
+const (
+	N1319   OnboardingChoiceAgeGroup = "13_19"
+	N2029   OnboardingChoiceAgeGroup = "20_29"
+	N3039   OnboardingChoiceAgeGroup = "30_39"
+	N4049   OnboardingChoiceAgeGroup = "40_49"
+	N5059   OnboardingChoiceAgeGroup = "50_59"
+	N60Plus OnboardingChoiceAgeGroup = "60_plus"
+	Under13 OnboardingChoiceAgeGroup = "under_13"
+)
+
+// Defines values for OnboardingChoiceGender.
+const (
+	Female OnboardingChoiceGender = "female"
+	Male   OnboardingChoiceGender = "male"
+	Other  OnboardingChoiceGender = "other"
+)
+
 // Defines values for PlayEventContextType.
 const (
 	PlayEventContextTypeAlbum      PlayEventContextType = "album"
@@ -603,6 +621,7 @@ type Onboarding struct {
 		Name       string             `json:"name"`
 		TrackCount int                `json:"track_count"`
 	} `json:"artists"`
+	Choice *OnboardingChoice `json:"choice,omitempty"`
 	Genres []struct {
 		Name       string `json:"name"`
 		TrackCount int    `json:"track_count"`
@@ -612,10 +631,22 @@ type Onboarding struct {

 // OnboardingChoice defines model for OnboardingChoice.
 type OnboardingChoice struct {
-	ArtistIds []openapi_types.UUID `json:"artist_ids"`
-	Genres    []string             `json:"genres"`
+	// AgeGroup Текущая приблизительная возрастная группа. Сервер хранит год выбора и учитывает прошедшие годы.
+	AgeGroup *OnboardingChoiceAgeGroup `json:"age_group"`
+
+	// AgeGroupYear Год последнего выбора возрастной группы.
+	AgeGroupYear *int                    `json:"age_group_year,omitempty"`
+	ArtistIds    []openapi_types.UUID    `json:"artist_ids"`
+	Gender       *OnboardingChoiceGender `json:"gender"`
+	Genres       []string                `json:"genres"`
 }

+// OnboardingChoiceAgeGroup Текущая приблизительная возрастная группа. Сервер хранит год выбора и учитывает прошедшие годы.
+type OnboardingChoiceAgeGroup string
+
+// OnboardingChoiceGender defines model for OnboardingChoice.Gender.
+type OnboardingChoiceGender string
+
 // PathPattern defines model for PathPattern.
 type PathPattern struct {
 	IsEnabled bool   `json:"is_enabled"`
@@ -1882,7 +1913,7 @@ type ServerInterface interface {
 	// Завершить сессию на устройстве
 	// (DELETE /api/v1/me/sessions/{id})
 	RevokeMySession(w http.ResponseWriter, r *http.Request, id openapi_types.UUID)
-	// Онбординг вкуса — исполнители и жанры библиотеки для выбора
+	// Анкета рекомендаций — варианты, сохранённые ответы и необходимость заполнения
 	// (GET /api/v1/onboarding)
 	GetOnboarding(w http.ResponseWriter, r *http.Request)
 	// Страница поиска
@@ -2355,7 +2386,7 @@ func (_ Unimplemented) RevokeMySession(w http.ResponseWriter, r *http.Request, i
 	w.WriteHeader(http.StatusNotImplemented)
 }

-// Онбординг вкуса — исполнители и жанры библиотеки для выбора
+// Анкета рекомендаций — варианты, сохранённые ответы и необходимость заполнения
 // (GET /api/v1/onboarding)
 func (_ Unimplemented) GetOnboarding(w http.ResponseWriter, r *http.Request) {
 	w.WriteHeader(http.StatusNotImplemented)
@@ -8304,7 +8335,7 @@ type StrictServerInterface interface {
 	// Завершить сессию на устройстве
 	// (DELETE /api/v1/me/sessions/{id})
 	RevokeMySession(ctx context.Context, request RevokeMySessionRequestObject) (RevokeMySessionResponseObject, error)
-	// Онбординг вкуса — исполнители и жанры библиотеки для выбора
+	// Анкета рекомендаций — варианты, сохранённые ответы и необходимость заполнения
 	// (GET /api/v1/onboarding)
 	GetOnboarding(ctx context.Context, request GetOnboardingRequestObject) (GetOnboardingResponseObject, error)
 	// Страница поиска
@@ -10879,286 +10910,291 @@ func (sh *strictHandler) GetReadyz(w http.ResponseWriter, r *http.Request) {
 // Base64 encoded, gzipped, json marshaled Swagger object
 var swaggerSpec = []string{

-	"H4sIAAAAAAAC/+y9fW8cx5Uv/FUas/sAZHZEUrLlJBIWD2T5ddeKGVG+vheR7rA5UyR71dM97u6hxBgC",
-	"RDGK7EtFXHuzu0GytuPNXewF8s+I4kgjvgL+BN1fIZ/kos6pqq7qruruIXso+2KBIBZneqqrTp06dV5/",
-	"59NG2+/2fI94Udi49GmjZwd2l0QkgL+u9oPQD+i/OiRsB04vcnyvcakRfxUP4+PkfnwUv0jux4PkUXyY",
-	"bMUvrXgv2UzuJxvxUXLfikfxC2vRI3ejVhsGWrTgR8N4N9mKd5PN5PN4GL+0ko3kAR0lPoxHya+TrUaz",
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-	"tu+FFb+IB/Fxsg3fPWk0G+Ruz/U7pHFp2XZDot/AEF6m0MeJSBc47a8Dsty41Pir2ZQdZ/GxcFaeauOe",
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-	"XWcup6/kYxUsrg4TWKbTq7KB3/PD6C0n0AcvO8648WLIjysVsiyLDobXTeoDZ4nqigbVwSxelh2XtCoy",
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+	"jbxvX1p/+eWX1rd/ZhcIyJZvX84awVOxJEFukMDTsqQ1QjPIjh8EpBORbgtOQMFpZO2WzuJQvlp2hoZO",
+	"TI94Xlczjy+TbRCfexBkwuxHEWijyrXM3Si79+Ij6zVtFSdVJpr0OzlrGYA9Lqa2yFG8W3pKgnUSnHO8",
+	"Fd98ROjEn6vNN8R9MGTdzQ4hjeIXCMGGN8MlC4ttKIsKgAqpQR2mUcqoL09U5WQICG/w+AHrl6VcnCoy",
+	"Aa96yiEO8HpcliQI9sOv4LaCzp2ato3JzqxBL1oCer1PyTVVBhWj6A2yXQiPiM5uRxmlrv5U+dIhBbpU",
+	"BvdF5r+NMCK9DP8BOkYdRStKqwdhjGch/AsK48aigsU6f8FKHs1ettRqlAOEIFILU9BMan8Cdb0nK0q5",
+	"ZLE0GqZX8S4E+S6EAmmH3YpMpdujYvzD/iDE3zGEjqFWjgOVwJVTf73L4FRG8He9E0azCu594akG2v90",
+	"YLv0hL2a1hr1S4a0a4fm1FXAftFH6Jh3dpmn/OuDVe8yr2Q4zUZnMML73fCsPeUVMSc41gConEyVlDS8",
+	"eHhZ9A2V7dPUW/J5fWXA0qSw0yXPIkq2LKcLxbf08pYraJWSV6kpT2nlVcZ/bwpRcVE33W0q2qIaCTtF",
+	"wA2JnPOrxHMGYSlV38XHpkhbHOEqe5WGxlftzhrpWu5G4HRCy/a6lu15foSQuZctj6yTwOrZtwn90hr0",
+	"UUmwApH5ND2CSt1YDWUjv0a94zgtUYOWfgqMHkBmRIMQ9ZqZaBBa5+cW5haaKqz+e29fecuatxav3Lj6",
+	"HmTRoRN0jBbEG69b8b/FX8wiuiWqQKlCvQvptSPQ6v9y/9c3vTab+twnAzIgrZWB67ateUt8PAhJ0Ppk",
+	"4Ec2ftektu0WujRxwvxJ0W61LaqExcBDC71Nu6AsjQp6Z5xlK8tX1ENDmgFrp2HMjZOKD1nzjHp8/7n2",
+	"GbxzJOtrgMorU/nV3gZiT4+sGdEvpmlV64mk7zWZBmdUEsiMzi4ZCfgV0HEE4kyylUJkjpMv4gOlBRz9",
+	"LT1OM9DxAfwvR+DUvc9aQQytD/vEu7L4/my+yu9jJ1rrBvYdqSdkhSqIB+imwbuvKZMNbupdMCqOwPta",
+	"Y6mEGJUHdOiJ+0JAT8jIqmjGoW+YxZVUZ3S6g7UKyfme45GSSGjNnav/X+/vrNvdWhpG/RvC1Gnen+yc",
+	"4vj3A9JZI53bBffl77PO2KxIQkDKOWvpvSvnLlx8A0x60Q9WNuV5Q1lmkzC46pmu3wn5hOZ63b96XXPy",
+	"F9k8z6InHx/rlXblSyfxHejLxxv6S15ExG7gCgiEWPe4Jx/Dos/R53di1gRVp0gbRkL9FB6b+n7gMLpt",
+	"+B3HYWMhx+c89otQQ+K2qWMjfsv0tmwv1aLG7yfegJAQz+wEuGYH/DQu0QcrX8aUII/qvWmxpfFYumnN",
+	"slJY6AeUktihlyMSVKXMwOO00fLmR/A1Euct0nFqSSVSm7J3/AH+SGBzLuhccEq/dfxNpX7r/8mwUmpK",
+	"o8sGwLmSw3Ao5LYE+l3D3h1s6z5jJdMsTI7ZHMMTMPode53M+/2oMCHsXRJ9bK+TD/vRtBPC5GEq5GXU",
+	"lXmEsmqMvvgM1DwHUuFhGoGz75z/kceanbIshLKKNSC2nH6nFytLkR0Awad0xdNXwxh6oLPztQ4kAfQU",
+	"JZVJbTVFjdWj02EvpVv8e3gZWiHf/pnqkcmTtAHT1rcvq+9aaQ7f215XbF3pXfCvryKVTjSeyq/6dNm7",
+	"3GOuyyyfMjuDo+7umeupxQyeAfKrjZ0zVYKpskV1nXmN/GLZIxZViSAjkWVncZcOhx9C8AJsnMbD7RMe",
+	"jXmPbsPEzeBURtJKxZ+Qu9MWij9hLPTqWOarevkEahmTLcj5UPkQ8kN5T27oCyal91OdhIGpbitAMim+",
+	"t54t1ojtRms/L1Ik3mOPTBNQAoZAv0sBrtgvUShaGCQsDjX+C8QRRfrHsfwCNR9MzjQIiN3dKKTGdXxi",
+	"uoAM3Y0CWjAsp+cspWAzzXNhPny5/QzlyosLr53Z5P6Aecai8CGfS6qd+AgZeJSfftEe/xOYlUfYhpfv",
+	"9FH8FOEAeChZSpxlyXrb1kxF8s1qGUWd06eNZWIHJLgyiNboFKlAxFQpFKSDwG1casyDoGTv+lTkFeA7",
+	"7zXFJ4DVKv3dI8q30C1R+sB1lgNKDekjHpySPmLZXNInIpIu/zCtQJE+BWEhT6Hfb9y7de//BgAA//8s",
+	"7iBqh3IBAA==",
 }

 // GetSwagger returns the content of the embedded swagger specification file
@@ -8,6 +8,7 @@ import (
 	"github.com/google/uuid"

 	"pipu/api/internal/api/gen"
+	"pipu/api/internal/platform/apperr"
 )

 // Онбординг вкуса (docs/recommendations.md#7): новый пользователь отмечает исполнителей и жанры — рекомендатель
@@ -16,8 +17,6 @@ import (
 const (
 	onboardingArtists = 40
 	onboardingGenres  = 24
-	// История, после которой онбординг уже не предлагается: вкус и так виден по прослушиваниям.
-	onboardingMinHistory = 10
 )

 // GetOnboarding реализует gen.StrictServerInterface.
@@ -27,13 +26,18 @@ func (h *Handler) GetOnboarding(ctx context.Context, _ gen.GetOnboardingRequestO
 		return nil, err
 	}
 	out := gen.GetOnboarding200JSONResponse{}
-	var done bool
-	var plays int
+	var raw []byte
 	if err := h.pool.QueryRow(ctx, `
-		SELECT EXISTS (SELECT 1 FROM user_profiles_rec WHERE user_id = $1 AND onboarding IS NOT NULL),
-			(SELECT count(*) FROM user_track_stats WHERE user_id = $1)`, p.UserID).Scan(&done, &plays); err != nil {
+        SELECT (SELECT onboarding || jsonb_build_object('age_group', rec_age_group(onboarding))
+            FROM user_profiles_rec WHERE user_id = $1)`, p.UserID).Scan(&raw); err != nil {
 		return nil, fmt.Errorf("wave: onboarding state: %w", err)
 	}
+	if len(raw) > 0 {
+		out.Choice = &gen.OnboardingChoice{}
+		if err := json.Unmarshal(raw, out.Choice); err != nil {
+			return nil, err
+		}
+	}

 	rows, err := h.pool.Query(ctx, `
 		SELECT a.id, a.name, count(*) AS n,
@@ -112,7 +116,7 @@ func (h *Handler) GetOnboarding(ctx context.Context, _ gen.GetOnboardingRequestO
 			TrackCount int    `json:"track_count"`
 		}{}
 	}
-	out.Required = !done && plays < onboardingMinHistory && len(out.Artists) > 0
+	out.Required = out.Choice == nil
 	return out, nil
 }

@@ -122,6 +126,19 @@ func (h *Handler) SaveOnboarding(ctx context.Context, req gen.SaveOnboardingRequ
 	if err != nil {
 		return nil, err
 	}
+	if req.Body == nil {
+		return nil, apperr.Validation("body", "common.bad_request", "body required", nil)
+	}
+	if req.Body.Gender != nil && *req.Body.Gender != "male" && *req.Body.Gender != "female" && *req.Body.Gender != "other" {
+		return nil, apperr.Validation("gender", "common.bad_request", "invalid gender", nil)
+	}
+	if req.Body.AgeGroup != nil {
+		switch *req.Body.AgeGroup {
+		case "under_13", "13_19", "20_29", "30_39", "40_49", "50_59", "60_plus":
+		default:
+			return nil, apperr.Validation("age_group", "common.bad_request", "invalid age group", nil)
+		}
+	}
 	ids := req.Body.ArtistIds
 	if ids == nil {
 		ids = []uuid.UUID{}
@@ -130,10 +147,15 @@ func (h *Handler) SaveOnboarding(ctx context.Context, req gen.SaveOnboardingRequ
 	if genres == nil {
 		genres = []string{}
 	}
-	raw, _ := json.Marshal(map[string]any{"artist_ids": ids, "genres": genres})
+	raw, _ := json.Marshal(map[string]any{"artist_ids": ids, "genres": genres, "gender": req.Body.Gender, "age_group": req.Body.AgeGroup})
 	if _, err := h.pool.Exec(ctx, `
-		INSERT INTO user_profiles_rec (user_id, onboarding, updated_at) VALUES ($1, $2, now())
-		ON CONFLICT (user_id) DO UPDATE SET onboarding = EXCLUDED.onboarding, updated_at = now()`,
+		INSERT INTO user_profiles_rec (user_id, onboarding, updated_at) VALUES ($1, $2::jsonb || jsonb_build_object('age_group_year', EXTRACT(YEAR FROM CURRENT_DATE)::int), now())
+		ON CONFLICT (user_id) DO UPDATE SET onboarding = CASE
+            WHEN rec_age_group(user_profiles_rec.onboarding) = EXCLUDED.onboarding->>'age_group'
+            THEN EXCLUDED.onboarding || jsonb_build_object(
+                'age_group', user_profiles_rec.onboarding->'age_group',
+                'age_group_year', user_profiles_rec.onboarding->'age_group_year')
+            ELSE EXCLUDED.onboarding END, updated_at = now()`,
 		p.UserID, raw); err != nil {
 		return nil, fmt.Errorf("wave: save onboarding: %w", err)
 	}
@@ -373,7 +373,18 @@ func (h *Handler) record(ctx context.Context, s session, picks []Pick, modelVer
 // без дизлайков, недавно игравших и уже выданных; один трек исполнителя на пачку.
 func (h *Handler) fallback(ctx context.Context, s session, served []string) ([]Pick, error) {
 	rows, err := h.pool.Query(ctx, `
-		WITH liked AS (
+		WITH own AS (
+            SELECT onboarding FROM user_profiles_rec WHERE user_id = $1
+        ), cohort AS (
+            SELECT r.track_id FROM track_reactions r
+            JOIN user_profiles_rec p ON p.user_id = r.user_id
+            JOIN users u ON u.id = p.user_id, own
+            WHERE r.reaction = 'like' AND p.user_id <> $1 AND NOT u.is_blocked
+                AND (own.onboarding->>'gender' IS NOT NULL OR rec_age_group(own.onboarding) IS NOT NULL)
+                AND (own.onboarding->>'gender' IS NULL OR p.onboarding->>'gender' = own.onboarding->>'gender')
+                AND (rec_age_group(own.onboarding) IS NULL OR rec_age_group(p.onboarding) = rec_age_group(own.onboarding))
+            GROUP BY r.track_id HAVING count(DISTINCT r.user_id) >= 2
+        ), liked AS (
 			SELECT track_id FROM track_reactions WHERE user_id = $1 AND reaction = 'like'
 		), fav_artists AS (
 			SELECT DISTINCT ta.artist_id FROM track_artists ta JOIN liked l ON l.track_id = ta.track_id
@@ -384,7 +395,12 @@ func (h *Handler) fallback(ctx context.Context, s session, served []string) ([]P
 				CASE WHEN t.id IN (SELECT track_id FROM liked) THEN 'liked'
 					WHEN EXISTS (SELECT 1 FROM track_artists ta WHERE ta.track_id = t.id
 						AND ta.artist_id IN (SELECT artist_id FROM fav_artists)) THEN 'artist'
-					ELSE 'random' END AS source
+					WHEN EXISTS (SELECT 1 FROM own, track_artists ta
+                        WHERE ta.track_id = t.id AND own.onboarding->'artist_ids' ? ta.artist_id::text) THEN 'onboarding'
+                    WHEN EXISTS (SELECT 1 FROM own, track_genres tg JOIN genres g ON g.id = tg.genre_id
+                        WHERE tg.track_id = t.id AND own.onboarding->'genres' ? g.name) THEN 'onboarding'
+                    WHEN t.id IN (SELECT track_id FROM cohort) THEN 'cohort'
+                    ELSE 'random' END AS source
 			FROM tracks t
 			JOIN albums al ON al.id = t.album_id
 			JOIN media_files f ON f.id = t.primary_file_id AND f.missing_since IS NULL
@@ -395,7 +411,7 @@ func (h *Handler) fallback(ctx context.Context, s session, served []string) ([]P
 					AND e.type = 'play_start' AND e.occurred_at > now() - interval '3 hours')
 		)
 		SELECT DISTINCT ON (artist_id) id::text, source FROM (
-			SELECT * FROM pool ORDER BY CASE source WHEN 'liked' THEN 0 WHEN 'artist' THEN 1 ELSE 2 END, random() LIMIT 200
+			SELECT * FROM pool ORDER BY CASE source WHEN 'liked' THEN 0 WHEN 'artist' THEN 1 WHEN 'onboarding' THEN 2 WHEN 'cohort' THEN 3 ELSE 4 END, random() LIMIT 200
 		) c
 		ORDER BY artist_id, random()
 		LIMIT 50`, s.UserID, served)
@@ -410,7 +426,7 @@ func (h *Handler) fallback(ctx context.Context, s session, served []string) ([]P
 		return nil, fmt.Errorf("wave: fallback: %w", err)
 	}
 	// DISTINCT ON упорядочил по исполнителю — перемешиваем, предпочитая лайки и любимых исполнителей.
-	rank := map[string]int{"liked": 0, "artist": 1, "random": 2}
+	rank := map[string]int{"liked": 0, "artist": 1, "onboarding": 2, "cohort": 3, "random": 4}
 	shuffled := shuffle(picks)
 	stableSort(shuffled, func(a, b Pick) bool { return rank[a.Source] < rank[b.Source] })
 	// Половина пачки — любимое, половина — случайное: запасная волна не должна быть одними лайками.
@@ -0,0 +1,22 @@
+-- +goose Up
+-- Keep the original group and year; approximate current age from its midpoint.
+-- +goose StatementBegin
+CREATE FUNCTION rec_age_group(choice jsonb) RETURNS text LANGUAGE sql STABLE AS $$
+    WITH age AS (
+        SELECT CASE choice->>'age_group'
+            WHEN 'under_13' THEN 6 WHEN '13_19' THEN 16 WHEN '20_29' THEN 24
+            WHEN '30_39' THEN 34 WHEN '40_49' THEN 44 WHEN '50_59' THEN 54
+            WHEN '60_plus' THEN 65 END
+            + GREATEST(0, EXTRACT(YEAR FROM CURRENT_DATE)::int
+                - COALESCE((choice->>'age_group_year')::int, EXTRACT(YEAR FROM CURRENT_DATE)::int)) AS n
+    )
+    SELECT CASE WHEN n IS NULL THEN NULL WHEN n < 13 THEN 'under_13' WHEN n < 20 THEN '13_19'
+        WHEN n < 30 THEN '20_29' WHEN n < 40 THEN '30_39' WHEN n < 50 THEN '40_49'
+        WHEN n < 60 THEN '50_59' ELSE '60_plus' END FROM age
+$$;
+-- +goose StatementEnd
+CREATE INDEX user_profiles_rec_gender_idx ON user_profiles_rec ((onboarding->>'gender'));
+
+-- +goose Down
+DROP INDEX user_profiles_rec_gender_idx;
+DROP FUNCTION rec_age_group(jsonb);
@@ -161,6 +161,9 @@ def load_profile(conn: psycopg.Connection[Any], user_id: str) -> Profile:
    ).fetchone()
    if row and row[3] and len(scores) < ONBOARDING_UNTIL:
        apply_onboarding(conn, scores, row[3])
+        apply_demographics(conn, scores, row[3], user_id)
+        for tid in disliked:
+            scores.pop(tid, None)
    exploration = float(row[0]) if row else 0.15
    taste_cf = parse_vector(row[1]) if row else None
    bandit = {str(k): [float(x) for x in v] for k, v in (row[2] or {}).items()} if row else {}
@@ -212,6 +215,35 @@ def apply_onboarding(conn: psycopg.Connection[Any], scores: dict[str, float], ch
        scores.setdefault(tid, v)


+def apply_demographics(
+    conn: psycopg.Connection[Any], scores: dict[str, float], choice: dict[str, Any], user_id: str
+) -> None:
+    """A weak cold-start prior from actual likes of peers, without assumed musical stereotypes."""
+    gender, age = choice.get("gender"), choice.get("age_group")
+    if not gender and not age:
+        return
+    rows = conn.execute(
+        """
+        WITH own AS (
+            SELECT onboarding FROM user_profiles_rec WHERE user_id = %s
+        ), peers AS (
+            SELECT p.user_id FROM user_profiles_rec p JOIN users u ON u.id = p.user_id, own
+            WHERE p.user_id <> %s AND NOT u.is_blocked
+                AND (%s::text IS NULL OR p.onboarding->>'gender' = %s)
+                AND (%s::text IS NULL OR rec_age_group(p.onboarding) = rec_age_group(own.onboarding))
+        )
+        SELECT r.track_id::text, count(DISTINCT r.user_id) AS fans
+        FROM track_reactions r JOIN peers p ON p.user_id = r.user_id
+        WHERE r.reaction = 'like'
+        GROUP BY r.track_id HAVING count(DISTINCT r.user_id) >= 2
+        ORDER BY fans DESC, r.track_id LIMIT %s
+        """,
+        (user_id, user_id, gender, gender, age, ONBOARDING_LIMIT),
+    )
+    for tid, fans in rows:
+        scores.setdefault(tid, min(0.25, 0.05 * fans))
+
+
 def seed_tracks(conn: psycopg.Connection[Any], seed_type: str, seed_id: str) -> list[str]:
    """Треки, от которых запущена волна: трек, альбом или исполнитель."""
    queries = {
@@ -181,3 +181,30 @@ def test_impression_features_roundtrip(world: dict[str, Any]) -> None:
        assert any(r[0] == session and r[2] == "complete" for r in rows)
        result = train_and_save(conn, time.time())
        assert "skipped" in result["ranker"], "too few impressions — v1 stays"
+
+
+def test_demographic_prior_advances_age_and_preserves_own_feedback(world: dict[str, Any]) -> None:
+    user = uid()
+    with psycopg.connect(DSN, autocommit=True) as conn:
+        conn.execute("INSERT INTO users (id, username, password_hash) VALUES (%s, %s, 'x')", (user, f"cohort-{user[:6]}"))
+        # Target selected 13–19 twenty years ago; matching listeners are now 30–39.
+        conn.execute(
+            "INSERT INTO user_profiles_rec (user_id, onboarding) VALUES (%s, "
+            "jsonb_build_object('age_group', '13_19', 'gender', 'male', "
+            "'age_group_year', EXTRACT(YEAR FROM CURRENT_DATE)::int - 20))",
+            (user,),
+        )
+        for peer in world["users"][:3]:
+            conn.execute(
+                "INSERT INTO user_profiles_rec (user_id, onboarding) VALUES (%s, %s) "
+                "ON CONFLICT (user_id) DO UPDATE SET onboarding = EXCLUDED.onboarding",
+                (peer, json.dumps({"gender": "male", "age_group": "30_39"})),
+            )
+        profile = load_profile(conn, user)
+        track = world["tracks"][0]  # two matching listeners liked it
+        assert 0 < profile.scores[track] <= 0.25
+        assert not profile.played
+        conn.execute("INSERT INTO track_reactions (user_id, track_id, reaction) VALUES (%s, %s, 'dislike')", (user, track))
+        assert track not in load_profile(conn, user).scores
+        conn.execute("UPDATE user_profiles_rec SET onboarding = %s WHERE user_id = %s", (json.dumps({"gender": "female"}), user))
+        assert not load_profile(conn, user).scores, "no invented preferences when the cohort has no evidence"
@@ -0,0 +1,19 @@
+from unittest.mock import MagicMock
+
+from pipu_rec.wave.store import apply_demographics
+
+
+def test_missing_demographics_do_not_create_a_prior() -> None:
+    conn = MagicMock()
+    scores = {"own": 3.0}
+    apply_demographics(conn, scores, {}, "user")
+    conn.execute.assert_not_called()
+    assert scores == {"own": 3.0}
+
+
+def test_cohort_prior_is_weak_and_never_overwrites_personal_scores() -> None:
+    conn = MagicMock()
+    conn.execute.return_value = [("liked", 10), ("skipped", 10), ("peer", 100), ("small", 2)]
+    scores = {"liked": 3.0, "skipped": -1.0}
+    apply_demographics(conn, scores, {"gender": "male", "age_group": "13_19"}, "user")
+    assert scores == {"liked": 3.0, "skipped": -1.0, "peer": 0.25, "small": 0.1}