feat(bot): move ad hoc notifications to llm parsing

2026-03-31 10:24:02 +00:00 · 2026-03-24 02:39:22 +04:00
parent 3507bc0522
commit fedc4a4325
9 changed files with 1428 additions and 482 deletions
--- a/apps/bot/src/ad-hoc-notification-jobs.test.ts
+++ b/apps/bot/src/ad-hoc-notification-jobs.test.ts
@@ -15,7 +15,7 @@ function dueNotification(
      creatorMemberId: input.creatorMemberId ?? 'creator',
      assigneeMemberId: input.assigneeMemberId ?? 'assignee',
      originalRequestText: 'raw',
-      notificationText: input.notificationText ?? 'Ping Georgiy',
+      notificationText: input.notificationText ?? 'Georgiy, time to call already.',
      timezone: input.timezone ?? 'Asia/Tbilisi',
      scheduledFor: input.scheduledFor ?? Temporal.Instant.from('2026-03-23T09:00:00Z'),
      timePrecision: input.timePrecision ?? 'exact',
@@ -108,7 +108,7 @@ describe('createAdHocNotificationJobsHandler', () => {

    expect(payload.ok).toBe(true)
    expect(payload.notifications[0]?.outcome).toBe('sent')
-    expect(sentTopicMessages[0]).toContain('tg://user?id=222')
+    expect(sentTopicMessages[0]).toContain('Georgiy, time to call already.')
    expect(sentNotifications).toEqual(['notif-1'])
  })
 })
--- a/apps/bot/src/ad-hoc-notification-jobs.ts
+++ b/apps/bot/src/ad-hoc-notification-jobs.ts
@@ -70,9 +70,7 @@ export function createAdHocNotificationJobsHandler(options: {
        }

        const content = buildTopicNotificationText({
-          notificationText: notification.notification.notificationText,
-          assignee: notification.assignee,
-          friendlyTagAssignee: notification.notification.friendlyTagAssignee
+          notificationText: notification.notification.notificationText
        })
        await options.sendTopicMessage({
          householdId: notification.notification.householdId,
--- a/apps/bot/src/ad-hoc-notification-parser.test.ts
+++ b/apps/bot/src/ad-hoc-notification-parser.test.ts
@@ -1,59 +1,32 @@
 import { describe, expect, test } from 'bun:test'

 import { Temporal } from '@household/domain'
-import type { HouseholdMemberRecord } from '@household/ports'

-import {
-  parseAdHocNotificationRequest,
-  parseAdHocNotificationSchedule
-} from './ad-hoc-notification-parser'
+import { parseAdHocNotificationSchedule } from './ad-hoc-notification-parser'

-function member(
-  input: Partial<HouseholdMemberRecord> & Pick<HouseholdMemberRecord, 'id'>
-): HouseholdMemberRecord {
-  return {
-    id: input.id,
-    householdId: input.householdId ?? 'household-1',
-    telegramUserId: input.telegramUserId ?? `${input.id}-tg`,
-    displayName: input.displayName ?? input.id,
-    status: input.status ?? 'active',
-    preferredLocale: input.preferredLocale ?? 'ru',
-    householdDefaultLocale: input.householdDefaultLocale ?? 'ru',
-    rentShareWeight: input.rentShareWeight ?? 1,
-    isAdmin: input.isAdmin ?? false
-  }
-}
-
-describe('parseAdHocNotificationRequest', () => {
-  const members = [
-    member({ id: 'dima', displayName: 'Дима' }),
-    member({ id: 'georgiy', displayName: 'Георгий' })
-  ]
-
-  test('parses exact datetime and assignee from russian request', () => {
-    const parsed = parseAdHocNotificationRequest({
-      text: 'Железяка, напомни пошпынять Георгия завтра в 15:30',
+describe('parseAdHocNotificationSchedule', () => {
+  test('parses exact local datetime from structured input', () => {
+    const parsed = parseAdHocNotificationSchedule({
      timezone: 'Asia/Tbilisi',
-      locale: 'ru',
-      members,
-      senderMemberId: 'dima',
+      resolvedLocalDate: '2026-03-24',
+      resolvedHour: 15,
+      resolvedMinute: 30,
+      resolutionMode: 'exact',
      now: Temporal.Instant.from('2026-03-23T09:00:00Z')
    })

    expect(parsed.kind).toBe('parsed')
-    expect(parsed.notificationText).toContain('пошпынять Георгия')
-    expect(parsed.assigneeMemberId).toBe('georgiy')
    expect(parsed.timePrecision).toBe('exact')
    expect(parsed.scheduledFor?.toString()).toBe('2026-03-24T11:30:00Z')
  })

-  test('defaults vague tomorrow to daytime slot', () => {
-    const parsed = parseAdHocNotificationRequest({
-      text: 'напомни Георгию завтра про звонок',
+  test('keeps date-only schedules as inferred/defaulted', () => {
+    const parsed = parseAdHocNotificationSchedule({
      timezone: 'Asia/Tbilisi',
-      locale: 'ru',
-      members,
-      senderMemberId: 'dima',
+      resolvedLocalDate: '2026-03-24',
+      resolvedHour: 12,
+      resolvedMinute: 0,
+      resolutionMode: 'date_only',
      now: Temporal.Instant.from('2026-03-23T09:00:00Z')
    })

@@ -62,26 +35,41 @@ describe('parseAdHocNotificationRequest', () => {
    expect(parsed.scheduledFor?.toString()).toBe('2026-03-24T08:00:00Z')
  })

-  test('requests follow-up when schedule is missing', () => {
-    const parsed = parseAdHocNotificationRequest({
-      text: 'напомни пошпынять Георгия',
+  test('supports fuzzy-window schedules as inferred/defaulted', () => {
+    const parsed = parseAdHocNotificationSchedule({
      timezone: 'Asia/Tbilisi',
-      locale: 'ru',
-      members,
-      senderMemberId: 'dima',
+      resolvedLocalDate: '2026-03-24',
+      resolvedHour: 9,
+      resolvedMinute: 0,
+      resolutionMode: 'fuzzy_window',
+      now: Temporal.Instant.from('2026-03-23T09:00:00Z')
+    })
+
+    expect(parsed.kind).toBe('parsed')
+    expect(parsed.timePrecision).toBe('date_only_defaulted')
+    expect(parsed.scheduledFor?.toString()).toBe('2026-03-24T05:00:00Z')
+  })
+
+  test('treats ambiguous structured schedule as missing', () => {
+    const parsed = parseAdHocNotificationSchedule({
+      timezone: 'Asia/Tbilisi',
+      resolvedLocalDate: null,
+      resolvedHour: null,
+      resolvedMinute: null,
+      resolutionMode: 'ambiguous',
      now: Temporal.Instant.from('2026-03-23T09:00:00Z')
    })

    expect(parsed.kind).toBe('missing_schedule')
-    expect(parsed.notificationText).toContain('пошпынять Георгия')
  })
-})

-describe('parseAdHocNotificationSchedule', () => {
-  test('rejects past schedule', () => {
+  test('rejects past structured schedule', () => {
    const parsed = parseAdHocNotificationSchedule({
-      text: 'сегодня в 10:00',
      timezone: 'Asia/Tbilisi',
+      resolvedLocalDate: '2026-03-23',
+      resolvedHour: 10,
+      resolvedMinute: 0,
+      resolutionMode: 'exact',
      now: Temporal.Instant.from('2026-03-23T09:00:00Z')
    })

--- a/apps/bot/src/ad-hoc-notification-parser.ts
+++ b/apps/bot/src/ad-hoc-notification-parser.ts
@@ -1,16 +1,6 @@
 import { Temporal, nowInstant, type Instant } from '@household/domain'
-import type { HouseholdMemberRecord } from '@household/ports'

-type SupportedLocale = 'en' | 'ru'
-
-export interface ParsedAdHocNotificationRequest {
-  kind: 'parsed' | 'missing_schedule' | 'invalid_past' | 'not_intent'
-  originalRequestText: string
-  notificationText: string | null
-  assigneeMemberId: string | null
-  scheduledFor: Instant | null
-  timePrecision: 'exact' | 'date_only_defaulted' | null
-}
+import type { AdHocNotificationResolutionMode } from './openai-ad-hoc-notification-interpreter'

 export interface ParsedAdHocNotificationSchedule {
  kind: 'parsed' | 'missing_schedule' | 'invalid_past'
@@ -18,233 +8,35 @@ export interface ParsedAdHocNotificationSchedule {
  timePrecision: 'exact' | 'date_only_defaulted' | null
 }

-const INTENT_PATTERNS = [
-  /\bremind(?: me)?(?: to)?\b/i,
-  /\bping me\b/i,
-  /\bnotification\b/i,
-  /(?:^|[^\p{L}])напомни(?:ть)?(?=$|[^\p{L}])/iu,
-  /(?:^|[^\p{L}])напоминани[ея](?=$|[^\p{L}])/iu,
-  /(?:^|[^\p{L}])пни(?=$|[^\p{L}])/iu,
-  /(?:^|[^\p{L}])толкни(?=$|[^\p{L}])/iu
-] as const
-
-const DAYTIME_DEFAULT_HOUR = 12
-
-function normalizeWhitespace(value: string): string {
-  return value.replace(/\s+/gu, ' ').trim()
-}
-
-function stripLeadingBotAddress(value: string): string {
-  const match = value.match(/^([^,\n:]{1,40})([:,])\s+/u)
-  if (!match) {
-    return value
+function precisionFromResolutionMode(
+  resolutionMode: AdHocNotificationResolutionMode | null
+): 'exact' | 'date_only_defaulted' | null {
+  if (resolutionMode === 'exact') {
+    return 'exact'
  }

-  return value.slice(match[0].length)
-}
-
-function hasIntent(value: string): boolean {
-  return INTENT_PATTERNS.some((pattern) => pattern.test(value))
-}
-
-function removeIntentPreamble(value: string): string {
-  const normalized = stripLeadingBotAddress(value)
-  const patterns = [
-    /\bremind(?: me)?(?: to)?\b/iu,
-    /\bping me to\b/iu,
-    /(?:^|[^\p{L}])напомни(?:ть)?(?=$|[^\p{L}])/iu,
-    /(?:^|[^\p{L}])пни(?=$|[^\p{L}])/iu,
-    /(?:^|[^\p{L}])толкни(?=$|[^\p{L}])/iu
-  ]
-
-  for (const pattern of patterns) {
-    const match = pattern.exec(normalized)
-    if (!match) {
-      continue
-    }
-
-    return normalizeWhitespace(normalized.slice(match.index + match[0].length))
-  }
-
-  return normalizeWhitespace(normalized)
-}
-
-function aliasVariants(token: string): string[] {
-  const aliases = new Set<string>([token])
-
-  if (token.endsWith('а') && token.length > 2) {
-    aliases.add(`${token.slice(0, -1)}ы`)
-    aliases.add(`${token.slice(0, -1)}е`)
-    aliases.add(`${token.slice(0, -1)}у`)
-    aliases.add(`${token.slice(0, -1)}ой`)
-  }
-
-  if (token.endsWith('я') && token.length > 2) {
-    aliases.add(`${token.slice(0, -1)}и`)
-    aliases.add(`${token.slice(0, -1)}ю`)
-    aliases.add(`${token.slice(0, -1)}ей`)
-  }
-
-  if (token.endsWith('й') && token.length > 2) {
-    aliases.add(`${token.slice(0, -1)}я`)
-    aliases.add(`${token.slice(0, -1)}ю`)
-  }
-
-  return [...aliases]
-}
-
-function normalizeText(value: string): string {
-  return value
-    .toLowerCase()
-    .replace(/[^\p{L}\p{N}\s]/gu, ' ')
-    .replace(/\s+/gu, ' ')
-    .trim()
-}
-
-function memberAliases(member: HouseholdMemberRecord): string[] {
-  const normalized = normalizeText(member.displayName)
-  const tokens = normalized.split(' ').filter((token) => token.length >= 2)
-  const aliases = new Set<string>([normalized, ...tokens])
-
-  for (const token of tokens) {
-    for (const alias of aliasVariants(token)) {
-      aliases.add(alias)
-    }
-  }
-
-  return [...aliases]
-}
-
-function detectAssignee(
-  text: string,
-  members: readonly HouseholdMemberRecord[],
-  senderMemberId: string
-): string | null {
-  const normalizedText = ` ${normalizeText(text)} `
-  const candidates = members
-    .filter((member) => member.status === 'active' && member.id !== senderMemberId)
-    .map((member) => ({
-      memberId: member.id,
-      score: memberAliases(member).reduce((best, alias) => {
-        const normalizedAlias = alias.trim()
-        if (normalizedAlias.length < 2) {
-          return best
-        }
-
-        if (normalizedText.includes(` ${normalizedAlias} `)) {
-          return Math.max(best, normalizedAlias.length + 10)
-        }
-
-        return best
-      }, 0)
-    }))
-    .filter((entry) => entry.score > 0)
-    .sort((left, right) => right.score - left.score)
-
-  return candidates[0]?.memberId ?? null
-}
-
-function parseTime(text: string): {
-  hour: number
-  minute: number
-  matchedText: string | null
-} | null {
-  const explicit = /(?:^|\s)(?:at|в)\s*(\d{1,2})(?::(\d{2}))?(?=$|[^\d])/iu.exec(text)
-  const standalone = explicit ? explicit : /(?:^|\s)(\d{1,2}):(\d{2})(?=$|[^\d])/u.exec(text)
-  const match = standalone
-  if (!match) {
-    return null
-  }
-
-  const hour = Number(match[1])
-  const minute = Number(match[2] ?? '0')
-  if (!Number.isInteger(hour) || !Number.isInteger(minute) || hour > 23 || minute > 59) {
-    return null
-  }
-
-  return {
-    hour,
-    minute,
-    matchedText: match[0]
-  }
-}
-
-function parseDate(
-  text: string,
-  timezone: string,
-  referenceInstant: Instant
-): {
-  date: Temporal.PlainDate
-  matchedText: string | null
-  precision: 'exact' | 'date_only_defaulted'
-} | null {
-  const localNow = referenceInstant.toZonedDateTimeISO(timezone)
-
-  const relativePatterns: Array<{
-    pattern: RegExp
-    days: number
-  }> = [
-    { pattern: /\bday after tomorrow\b/iu, days: 2 },
-    { pattern: /(?:^|[^\p{L}])послезавтра(?=$|[^\p{L}])/iu, days: 2 },
-    { pattern: /\btomorrow\b/iu, days: 1 },
-    { pattern: /(?:^|[^\p{L}])завтра(?=$|[^\p{L}])/iu, days: 1 },
-    { pattern: /\btoday\b/iu, days: 0 },
-    { pattern: /(?:^|[^\p{L}])сегодня(?=$|[^\p{L}])/iu, days: 0 }
-  ]
-
-  for (const entry of relativePatterns) {
-    const match = entry.pattern.exec(text)
-    if (!match) {
-      continue
-    }
-
-    return {
-      date: localNow.toPlainDate().add({ days: entry.days }),
-      matchedText: match[0],
-      precision: 'date_only_defaulted'
-    }
-  }
-
-  const isoMatch = /\b(\d{4})-(\d{2})-(\d{2})\b/u.exec(text)
-  if (isoMatch) {
-    return {
-      date: Temporal.PlainDate.from({
-        year: Number(isoMatch[1]),
-        month: Number(isoMatch[2]),
-        day: Number(isoMatch[3])
-      }),
-      matchedText: isoMatch[0],
-      precision: 'date_only_defaulted'
-    }
-  }
-
-  const dottedMatch = /\b(\d{1,2})[./](\d{1,2})(?:[./](\d{4}))?\b/u.exec(text)
-  if (dottedMatch) {
-    return {
-      date: Temporal.PlainDate.from({
-        year: Number(dottedMatch[3] ?? String(localNow.year)),
-        month: Number(dottedMatch[2]),
-        day: Number(dottedMatch[1])
-      }),
-      matchedText: dottedMatch[0],
-      precision: 'date_only_defaulted'
-    }
+  if (resolutionMode === 'fuzzy_window' || resolutionMode === 'date_only') {
+    return 'date_only_defaulted'
  }

  return null
 }

 export function parseAdHocNotificationSchedule(input: {
-  text: string
  timezone: string
+  resolvedLocalDate: string | null
+  resolvedHour: number | null
+  resolvedMinute: number | null
+  resolutionMode: AdHocNotificationResolutionMode | null
  now?: Instant
 }): ParsedAdHocNotificationSchedule {
-  const rawText = normalizeWhitespace(input.text)
-  const referenceInstant = input.now ?? nowInstant()
-  const date = parseDate(rawText, input.timezone, referenceInstant)
-  const time = parseTime(rawText)
-
-  if (!date) {
+  const timePrecision = precisionFromResolutionMode(input.resolutionMode)
+  if (
+    !input.resolvedLocalDate ||
+    input.resolutionMode === null ||
+    input.resolutionMode === 'ambiguous' ||
+    timePrecision === null
+  ) {
    return {
      kind: 'missing_schedule',
      scheduledFor: null,
@@ -252,119 +44,51 @@ export function parseAdHocNotificationSchedule(input: {
    }
  }

-  const scheduledDateTime = Temporal.ZonedDateTime.from({
+  const hour =
+    input.resolutionMode === 'date_only' ? (input.resolvedHour ?? 12) : input.resolvedHour
+  const minute =
+    input.resolutionMode === 'date_only' ? (input.resolvedMinute ?? 0) : input.resolvedMinute
+
+  if (hour === null || minute === null) {
+    return {
+      kind: 'missing_schedule',
+      scheduledFor: null,
+      timePrecision: null
+    }
+  }
+
+  try {
+    const date = Temporal.PlainDate.from(input.resolvedLocalDate)
+    const scheduled = Temporal.ZonedDateTime.from({
      timeZone: input.timezone,
-    year: date.date.year,
-    month: date.date.month,
-    day: date.date.day,
-    hour: time?.hour ?? DAYTIME_DEFAULT_HOUR,
-    minute: time?.minute ?? 0,
+      year: date.year,
+      month: date.month,
+      day: date.day,
+      hour,
+      minute,
      second: 0,
      millisecond: 0
    }).toInstant()

-  if (scheduledDateTime.epochMilliseconds <= referenceInstant.epochMilliseconds) {
+    const effectiveNow = input.now ?? nowInstant()
+    if (scheduled.epochMilliseconds <= effectiveNow.epochMilliseconds) {
      return {
        kind: 'invalid_past',
-      scheduledFor: scheduledDateTime,
-      timePrecision: time ? 'exact' : 'date_only_defaulted'
-    }
-  }
-
-  return {
-    kind: 'parsed',
-    scheduledFor: scheduledDateTime,
-    timePrecision: time ? 'exact' : 'date_only_defaulted'
-  }
-}
-
-function stripScheduleFragments(text: string, fragments: readonly (string | null)[]): string {
-  let next = text
-
-  for (const fragment of fragments) {
-    if (!fragment || fragment.trim().length === 0) {
-      continue
-    }
-
-    next = next.replace(fragment, ' ')
-  }
-
-  next = next
-    .replace(/\b(?:on|at|в)\b/giu, ' ')
-    .replace(/\s+/gu, ' ')
-    .trim()
-    .replace(/^[,.\-:;]+/u, '')
-    .replace(/[,\-:;]+$/u, '')
-    .trim()
-
-  return next
-}
-
-export function parseAdHocNotificationRequest(input: {
-  text: string
-  timezone: string
-  locale: SupportedLocale
-  members: readonly HouseholdMemberRecord[]
-  senderMemberId: string
-  now?: Instant
-}): ParsedAdHocNotificationRequest {
-  const rawText = normalizeWhitespace(input.text)
-  if (!hasIntent(rawText)) {
-    return {
-      kind: 'not_intent',
-      originalRequestText: rawText,
-      notificationText: null,
-      assigneeMemberId: null,
        scheduledFor: null,
        timePrecision: null
      }
    }

-  const body = removeIntentPreamble(rawText)
-  const referenceInstant = input.now ?? nowInstant()
-  const date = parseDate(body, input.timezone, referenceInstant)
-  const time = parseTime(body)
-
-  const notificationText = stripScheduleFragments(body, [
-    date?.matchedText ?? null,
-    time?.matchedText ?? null
-  ])
-  const assigneeMemberId = detectAssignee(notificationText, input.members, input.senderMemberId)
-
-  if (!date) {
+    return {
+      kind: 'parsed',
+      scheduledFor: scheduled,
+      timePrecision
+    }
+  } catch {
    return {
      kind: 'missing_schedule',
-      originalRequestText: rawText,
-      notificationText: notificationText.length > 0 ? notificationText : body,
-      assigneeMemberId,
      scheduledFor: null,
      timePrecision: null
    }
  }
-
-  const schedule = parseAdHocNotificationSchedule({
-    text: [date.matchedText, time?.matchedText].filter(Boolean).join(' '),
-    timezone: input.timezone,
-    now: referenceInstant
-  })
-
-  if (schedule.kind === 'invalid_past') {
-    return {
-      kind: 'invalid_past',
-      originalRequestText: rawText,
-      notificationText: notificationText.length > 0 ? notificationText : body,
-      assigneeMemberId,
-      scheduledFor: schedule.scheduledFor,
-      timePrecision: schedule.timePrecision
-    }
-  }
-
-  return {
-    kind: 'parsed',
-    originalRequestText: rawText,
-    notificationText: notificationText.length > 0 ? notificationText : body,
-    assigneeMemberId,
-    scheduledFor: schedule.scheduledFor,
-    timePrecision: schedule.timePrecision
-  }
 }
--- a/apps/bot/src/ad-hoc-notifications.test.ts
+++ b/apps/bot/src/ad-hoc-notifications.test.ts
@@ -0,0 +1,381 @@
+import { describe, expect, test } from 'bun:test'
+
+import type { AdHocNotificationService } from '@household/application'
+import { Temporal } from '@household/domain'
+import type {
+  HouseholdAssistantConfigRecord,
+  HouseholdBillingSettingsRecord,
+  HouseholdMemberRecord,
+  TelegramPendingActionRecord,
+  TelegramPendingActionRepository
+} from '@household/ports'
+
+import { createTelegramBot } from './bot'
+import { registerAdHocNotifications } from './ad-hoc-notifications'
+import type { AdHocNotificationInterpreter } from './openai-ad-hoc-notification-interpreter'
+
+function createPromptRepository(): TelegramPendingActionRepository {
+  let pending: TelegramPendingActionRecord | null = null
+
+  return {
+    async upsertPendingAction(input) {
+      pending = input
+      return input
+    },
+    async getPendingAction() {
+      return pending
+    },
+    async clearPendingAction() {
+      pending = null
+    },
+    async clearPendingActionsForChat(telegramChatId, action) {
+      if (!pending || pending.telegramChatId !== telegramChatId) {
+        return
+      }
+
+      if (action && pending.action !== action) {
+        return
+      }
+
+      pending = null
+    }
+  }
+}
+
+function reminderMessageUpdate(text: string, threadId = 777) {
+  return {
+    update_id: 4001,
+    message: {
+      message_id: 55,
+      date: Math.floor(Date.now() / 1000),
+      message_thread_id: threadId,
+      is_topic_message: true,
+      chat: {
+        id: -10012345,
+        type: 'supergroup'
+      },
+      from: {
+        id: 10002,
+        is_bot: false,
+        first_name: 'Dima'
+      },
+      text
+    }
+  }
+}
+
+function reminderCallbackUpdate(data: string, threadId = 777) {
+  return {
+    update_id: 4002,
+    callback_query: {
+      id: 'callback-adhoc-1',
+      from: {
+        id: 10002,
+        is_bot: false,
+        first_name: 'Dima'
+      },
+      chat_instance: 'instance-1',
+      data,
+      message: {
+        message_id: 99,
+        date: Math.floor(Date.now() / 1000),
+        message_thread_id: threadId,
+        chat: {
+          id: -10012345,
+          type: 'supergroup'
+        },
+        text: 'placeholder'
+      }
+    }
+  }
+}
+
+function member(
+  input: Partial<HouseholdMemberRecord> & Pick<HouseholdMemberRecord, 'id'>
+): HouseholdMemberRecord {
+  return {
+    id: input.id,
+    householdId: input.householdId ?? 'household-1',
+    telegramUserId: input.telegramUserId ?? `${input.id}-tg`,
+    displayName: input.displayName ?? input.id,
+    status: input.status ?? 'active',
+    preferredLocale: input.preferredLocale ?? 'ru',
+    householdDefaultLocale: input.householdDefaultLocale ?? 'ru',
+    rentShareWeight: input.rentShareWeight ?? 1,
+    isAdmin: input.isAdmin ?? false
+  }
+}
+
+function createHouseholdRepository() {
+  const members = [
+    member({ id: 'dima', telegramUserId: '10002', displayName: 'Дима' }),
+    member({ id: 'georgiy', displayName: 'Георгий' })
+  ]
+  const settings: HouseholdBillingSettingsRecord = {
+    householdId: 'household-1',
+    settlementCurrency: 'GEL',
+    rentAmountMinor: 0n,
+    rentCurrency: 'GEL',
+    rentDueDay: 20,
+    rentWarningDay: 17,
+    utilitiesDueDay: 4,
+    utilitiesReminderDay: 3,
+    timezone: 'Asia/Tbilisi',
+    paymentBalanceAdjustmentPolicy: 'utilities',
+    rentPaymentDestinations: null
+  }
+  const assistantConfig: HouseholdAssistantConfigRecord = {
+    householdId: 'household-1',
+    assistantContext: null,
+    assistantTone: 'Playful'
+  }
+
+  return {
+    async getTelegramHouseholdChat() {
+      return {
+        householdId: 'household-1',
+        householdName: 'Kojori',
+        telegramChatId: '-10012345',
+        telegramChatType: 'supergroup' as const,
+        title: 'Kojori',
+        defaultLocale: 'ru' as const
+      }
+    },
+    async findHouseholdTopicByTelegramContext() {
+      return {
+        householdId: 'household-1',
+        role: 'reminders' as const,
+        telegramThreadId: '777',
+        topicName: 'Напоминания'
+      }
+    },
+    async getHouseholdMember(householdId: string, telegramUserId: string) {
+      return (
+        members.find(
+          (entry) => entry.householdId === householdId && entry.telegramUserId === telegramUserId
+        ) ?? null
+      )
+    },
+    async listHouseholdMembers() {
+      return members
+    },
+    async getHouseholdBillingSettings() {
+      return settings
+    },
+    async getHouseholdAssistantConfig() {
+      return assistantConfig
+    }
+  }
+}
+
+describe('registerAdHocNotifications', () => {
+  test('shows the final rendered reminder text and persists that same text on confirm', async () => {
+    const bot = createTelegramBot('000000:test-token')
+    const calls: Array<{ method: string; payload: unknown }> = []
+    const promptRepository = createPromptRepository()
+    const scheduledRequests: Array<{ notificationText: string }> = []
+
+    bot.botInfo = {
+      id: 999000,
+      is_bot: true,
+      first_name: 'Household Test Bot',
+      username: 'household_test_bot',
+      can_join_groups: true,
+      can_read_all_group_messages: false,
+      supports_inline_queries: false,
+      can_connect_to_business: false,
+      has_main_web_app: false,
+      has_topics_enabled: true,
+      allows_users_to_create_topics: false
+    }
+
+    bot.api.config.use(async (_prev, method, payload) => {
+      calls.push({ method, payload })
+
+      return {
+        ok: true,
+        result: {
+          message_id: calls.length,
+          date: Math.floor(Date.now() / 1000),
+          chat: {
+            id: -10012345,
+            type: 'supergroup'
+          },
+          text: 'ok'
+        }
+      } as never
+    })
+
+    const interpreter: AdHocNotificationInterpreter = {
+      async interpretRequest() {
+        return {
+          decision: 'notification',
+          notificationText: 'пошпынять Георгия о том, позвонил ли он',
+          assigneeMemberId: 'georgiy',
+          resolvedLocalDate: '2026-03-24',
+          resolvedHour: 9,
+          resolvedMinute: 0,
+          resolutionMode: 'fuzzy_window',
+          clarificationQuestion: null,
+          confidence: 90,
+          parserMode: 'llm'
+        }
+      },
+      async interpretSchedule() {
+        return {
+          decision: 'parsed',
+          resolvedLocalDate: '2026-03-24',
+          resolvedHour: 9,
+          resolvedMinute: 0,
+          resolutionMode: 'fuzzy_window',
+          clarificationQuestion: null,
+          confidence: 90,
+          parserMode: 'llm'
+        }
+      },
+      async renderDeliveryText(input) {
+        expect(input.requesterDisplayName).toBe('Дима')
+        expect(input.assigneeDisplayName).toBe('Георгий')
+        return 'Дима, пора пошпынять Георгия и узнать, позвонил ли он уже.'
+      }
+    }
+
+    const notificationService: AdHocNotificationService = {
+      async scheduleNotification(input) {
+        scheduledRequests.push({ notificationText: input.notificationText })
+        return {
+          status: 'scheduled',
+          notification: {
+            id: 'notif-1',
+            householdId: input.householdId,
+            creatorMemberId: input.creatorMemberId,
+            assigneeMemberId: input.assigneeMemberId ?? null,
+            originalRequestText: input.originalRequestText,
+            notificationText: input.notificationText,
+            timezone: input.timezone,
+            scheduledFor: input.scheduledFor,
+            timePrecision: input.timePrecision,
+            deliveryMode: input.deliveryMode,
+            dmRecipientMemberIds: input.dmRecipientMemberIds ?? [],
+            friendlyTagAssignee: false,
+            status: 'scheduled',
+            sourceTelegramChatId: input.sourceTelegramChatId ?? null,
+            sourceTelegramThreadId: input.sourceTelegramThreadId ?? null,
+            sentAt: null,
+            cancelledAt: null,
+            cancelledByMemberId: null,
+            createdAt: Temporal.Instant.from('2026-03-23T09:00:00Z'),
+            updatedAt: Temporal.Instant.from('2026-03-23T09:00:00Z')
+          }
+        }
+      },
+      async listUpcomingNotifications() {
+        return []
+      },
+      async cancelNotification() {
+        return { status: 'not_found' }
+      },
+      async listDueNotifications() {
+        return []
+      },
+      async claimDueNotification() {
+        return false
+      },
+      async releaseDueNotification() {},
+      async markNotificationSent() {
+        return null
+      }
+    }
+
+    registerAdHocNotifications({
+      bot,
+      householdConfigurationRepository: createHouseholdRepository() as never,
+      promptRepository,
+      notificationService,
+      reminderInterpreter: interpreter
+    })
+
+    await bot.handleUpdate(
+      reminderMessageUpdate('Железяка, напомни пошпынять Георгия завтра с утра') as never
+    )
+
+    expect(calls[0]?.method).toBe('sendMessage')
+    expect(calls[0]?.payload).toMatchObject({
+      text: expect.stringContaining('Дима, пора пошпынять Георгия и узнать, позвонил ли он уже.')
+    })
+
+    const pending = await promptRepository.getPendingAction('-10012345', '10002')
+    const proposalId = (pending?.payload as { proposalId?: string } | null)?.proposalId
+    expect(proposalId).toBeTruthy()
+
+    await bot.handleUpdate(reminderCallbackUpdate(`adhocnotif:confirm:${proposalId}`) as never)
+
+    expect(scheduledRequests).toEqual([
+      {
+        notificationText: 'Дима, пора пошпынять Георгия и узнать, позвонил ли он уже.'
+      }
+    ])
+  })
+
+  test('reports temporary unavailability when the reminder interpreter is missing', async () => {
+    const bot = createTelegramBot('000000:test-token')
+    const calls: Array<{ method: string; payload: unknown }> = []
+
+    bot.botInfo = {
+      id: 999000,
+      is_bot: true,
+      first_name: 'Household Test Bot',
+      username: 'household_test_bot',
+      can_join_groups: true,
+      can_read_all_group_messages: false,
+      supports_inline_queries: false,
+      can_connect_to_business: false,
+      has_main_web_app: false,
+      has_topics_enabled: true,
+      allows_users_to_create_topics: false
+    }
+
+    bot.api.config.use(async (_prev, method, payload) => {
+      calls.push({ method, payload })
+
+      return {
+        ok: true,
+        result: true
+      } as never
+    })
+
+    registerAdHocNotifications({
+      bot,
+      householdConfigurationRepository: createHouseholdRepository() as never,
+      promptRepository: createPromptRepository(),
+      notificationService: {
+        async scheduleNotification() {
+          throw new Error('not used')
+        },
+        async listUpcomingNotifications() {
+          return []
+        },
+        async cancelNotification() {
+          return { status: 'not_found' }
+        },
+        async listDueNotifications() {
+          return []
+        },
+        async claimDueNotification() {
+          return false
+        },
+        async releaseDueNotification() {},
+        async markNotificationSent() {
+          return null
+        }
+      },
+      reminderInterpreter: undefined
+    })
+
+    await bot.handleUpdate(reminderMessageUpdate('напомни завтра') as never)
+
+    expect(calls[0]?.payload).toMatchObject({
+      text: 'Сейчас не могу создать напоминание: модуль ИИ временно недоступен.'
+    })
+  })
+})
--- a/apps/bot/src/ad-hoc-notifications.ts
+++ b/apps/bot/src/ad-hoc-notifications.ts
@@ -3,6 +3,7 @@ import { Temporal, nowInstant } from '@household/domain'
 import type { Logger } from '@household/observability'
 import type {
  AdHocNotificationDeliveryMode,
+  HouseholdAssistantConfigRecord,
  HouseholdConfigurationRepository,
  HouseholdMemberRecord,
  TelegramPendingActionRepository
@@ -10,12 +11,13 @@ import type {
 import type { Bot, Context } from 'grammy'
 import type { InlineKeyboardMarkup } from 'grammy/types'

-import {
-  parseAdHocNotificationRequest,
-  parseAdHocNotificationSchedule
-} from './ad-hoc-notification-parser'
+import { parseAdHocNotificationSchedule } from './ad-hoc-notification-parser'
 import { resolveReplyLocale } from './bot-locale'
 import type { BotLocale } from './i18n'
+import type {
+  AdHocNotificationInterpreter,
+  AdHocNotificationInterpreterMember
+} from './openai-ad-hoc-notification-interpreter'

 const AD_HOC_NOTIFICATION_ACTION = 'ad_hoc_notification' as const
 const AD_HOC_NOTIFICATION_ACTION_TTL_MS = 30 * 60_000
@@ -23,7 +25,6 @@ const AD_HOC_NOTIFICATION_CONFIRM_PREFIX = 'adhocnotif:confirm:'
 const AD_HOC_NOTIFICATION_CANCEL_DRAFT_PREFIX = 'adhocnotif:canceldraft:'
 const AD_HOC_NOTIFICATION_CANCEL_SAVED_PREFIX = 'adhocnotif:cancel:'
 const AD_HOC_NOTIFICATION_MODE_PREFIX = 'adhocnotif:mode:'
-const AD_HOC_NOTIFICATION_FRIENDLY_PREFIX = 'adhocnotif:friendly:'
 const AD_HOC_NOTIFICATION_MEMBER_PREFIX = 'adhocnotif:member:'

 type NotificationDraftPayload =
@@ -35,11 +36,10 @@ type NotificationDraftPayload =
      creatorMemberId: string
      timezone: string
      originalRequestText: string
-      notificationText: string
+      normalizedNotificationText: string
      assigneeMemberId: string | null
      deliveryMode: AdHocNotificationDeliveryMode
      dmRecipientMemberIds: readonly string[]
-      friendlyTagAssignee: boolean
    }
  | {
      stage: 'confirm'
@@ -49,13 +49,13 @@ type NotificationDraftPayload =
      creatorMemberId: string
      timezone: string
      originalRequestText: string
-      notificationText: string
+      normalizedNotificationText: string
+      renderedNotificationText: string
      assigneeMemberId: string | null
      scheduledForIso: string
      timePrecision: 'exact' | 'date_only_defaulted'
      deliveryMode: AdHocNotificationDeliveryMode
      dmRecipientMemberIds: readonly string[]
-      friendlyTagAssignee: boolean
    }

 interface ReminderTopicContext {
@@ -65,6 +65,32 @@ interface ReminderTopicContext {
  member: HouseholdMemberRecord
  members: readonly HouseholdMemberRecord[]
  timezone: string
+  assistantContext: string | null
+  assistantTone: string | null
+}
+
+function unavailableReply(locale: BotLocale): string {
+  return locale === 'ru'
+    ? 'Сейчас не могу создать напоминание: модуль ИИ временно недоступен.'
+    : 'I cannot create reminders right now because the AI module is temporarily unavailable.'
+}
+
+function localNowText(timezone: string, now = nowInstant()): string {
+  const local = now.toZonedDateTimeISO(timezone)
+  return [
+    local.toPlainDate().toString(),
+    `${String(local.hour).padStart(2, '0')}:${String(local.minute).padStart(2, '0')}`
+  ].join(' ')
+}
+
+function interpreterMembers(
+  members: readonly HouseholdMemberRecord[]
+): readonly AdHocNotificationInterpreterMember[] {
+  return members.map((member) => ({
+    memberId: member.id,
+    displayName: member.displayName,
+    status: member.status
+  }))
 }

 function createProposalId(): string {
@@ -152,15 +178,14 @@ function notificationSummaryText(input: {
    return [
      'Запланировать напоминание?',
      '',
-      `Текст: ${input.payload.notificationText}`,
+      `Текст напоминания: ${input.payload.renderedNotificationText}`,
      `Когда: ${formatScheduledFor(input.locale, input.payload.scheduledForIso, input.payload.timezone)}`,
-      `Точность: ${input.payload.timePrecision === 'date_only_defaulted' ? 'время по умолчанию 12:00' : 'точное время'}`,
+      `Точность: ${input.payload.timePrecision === 'date_only_defaulted' ? 'время определено ботом' : 'точное время'}`,
      `Куда: ${deliveryModeLabel(input.locale, input.payload.deliveryMode)}`,
      assignee ? `Ответственный: ${assignee.displayName}` : null,
      input.payload.deliveryMode === 'dm_selected' && selectedRecipients.length > 0
        ? `Получатели: ${selectedRecipients.map((member) => member.displayName).join(', ')}`
        : null,
-      assignee ? `Дружелюбный тег: ${input.payload.friendlyTagAssignee ? 'вкл' : 'выкл'}` : null,
      '',
      'Подтвердите или измените настройки ниже.'
    ]
@@ -171,15 +196,14 @@ function notificationSummaryText(input: {
  return [
    'Schedule this notification?',
    '',
-    `Text: ${input.payload.notificationText}`,
+    `Reminder text: ${input.payload.renderedNotificationText}`,
    `When: ${formatScheduledFor(input.locale, input.payload.scheduledForIso, input.payload.timezone)}`,
-    `Precision: ${input.payload.timePrecision === 'date_only_defaulted' ? 'defaulted to 12:00' : 'exact time'}`,
+    `Precision: ${input.payload.timePrecision === 'date_only_defaulted' ? 'inferred/defaulted time' : 'exact time'}`,
    `Delivery: ${deliveryModeLabel(input.locale, input.payload.deliveryMode)}`,
    assignee ? `Assignee: ${assignee.displayName}` : null,
    input.payload.deliveryMode === 'dm_selected' && selectedRecipients.length > 0
      ? `Recipients: ${selectedRecipients.map((member) => member.displayName).join(', ')}`
      : null,
-    assignee ? `Friendly tag: ${input.payload.friendlyTagAssignee ? 'on' : 'off'}` : null,
    '',
    'Confirm or adjust below.'
  ]
@@ -223,15 +247,6 @@ function notificationDraftReplyMarkup(
    ]
  ]

-  if (payload.assigneeMemberId) {
-    rows.push([
-      {
-        text: `${payload.friendlyTagAssignee ? '✅ ' : ''}${locale === 'ru' ? 'Тегнуть ответственного' : 'Friendly tag assignee'}`,
-        callback_data: `${AD_HOC_NOTIFICATION_FRIENDLY_PREFIX}${payload.proposalId}`
-      }
-    ])
-  }
-
  if (payload.deliveryMode === 'dm_selected') {
    const eligibleMembers = members.filter((member) => member.status === 'active')
    for (const member of eligibleMembers) {
@@ -331,7 +346,7 @@ async function resolveReminderTopicContext(
    return null
  }

-  const [locale, member, members, settings] = await Promise.all([
+  const [locale, member, members, settings, assistantConfig] = await Promise.all([
    resolveReplyLocale({
      ctx,
      repository,
@@ -339,7 +354,14 @@ async function resolveReminderTopicContext(
    }),
    repository.getHouseholdMember(binding.householdId, telegramUserId),
    repository.listHouseholdMembers(binding.householdId),
-    repository.getHouseholdBillingSettings(binding.householdId)
+    repository.getHouseholdBillingSettings(binding.householdId),
+    repository.getHouseholdAssistantConfig
+      ? repository.getHouseholdAssistantConfig(binding.householdId)
+      : Promise.resolve<HouseholdAssistantConfigRecord>({
+          householdId: binding.householdId,
+          assistantContext: null,
+          assistantTone: null
+        })
  ])

  if (!member) {
@@ -352,7 +374,9 @@ async function resolveReminderTopicContext(
    threadId,
    member,
    members,
-    timezone: settings.timezone
+    timezone: settings.timezone,
+    assistantContext: assistantConfig.assistantContext,
+    assistantTone: assistantConfig.assistantTone
  }
 }

@@ -397,8 +421,32 @@ export function registerAdHocNotifications(options: {
  householdConfigurationRepository: HouseholdConfigurationRepository
  promptRepository: TelegramPendingActionRepository
  notificationService: AdHocNotificationService
+  reminderInterpreter: AdHocNotificationInterpreter | undefined
  logger?: Logger
 }): void {
+  async function renderNotificationText(input: {
+    reminderContext: ReminderTopicContext
+    originalRequestText: string
+    normalizedNotificationText: string
+    assigneeMemberId: string | null
+  }): Promise<string | null> {
+    const assignee = input.assigneeMemberId
+      ? input.reminderContext.members.find((member) => member.id === input.assigneeMemberId)
+      : null
+
+    return (
+      options.reminderInterpreter?.renderDeliveryText({
+        locale: input.reminderContext.locale,
+        originalRequestText: input.originalRequestText,
+        notificationText: input.normalizedNotificationText,
+        requesterDisplayName: input.reminderContext.member.displayName,
+        assigneeDisplayName: assignee?.displayName ?? null,
+        assistantContext: input.reminderContext.assistantContext,
+        assistantTone: input.reminderContext.assistantTone
+      }) ?? null
+    )
+  }
+
  async function showDraftConfirmation(
    ctx: Context,
    draft: Extract<NotificationDraftPayload, { stage: 'confirm' }>
@@ -523,17 +571,48 @@ export function registerAdHocNotifications(options: {
    const existingDraft = await loadDraft(options.promptRepository, ctx)
    if (existingDraft && existingDraft.threadId === reminderContext.threadId) {
      if (existingDraft.stage === 'await_schedule') {
+        if (!options.reminderInterpreter) {
+          await replyInTopic(ctx, unavailableReply(reminderContext.locale))
+          return
+        }
+
+        const interpretedSchedule = await options.reminderInterpreter.interpretSchedule({
+          locale: reminderContext.locale,
+          timezone: existingDraft.timezone,
+          localNow: localNowText(existingDraft.timezone),
+          text: messageText
+        })
+
+        if (!interpretedSchedule) {
+          await replyInTopic(ctx, unavailableReply(reminderContext.locale))
+          return
+        }
+
+        if (interpretedSchedule.decision === 'clarification') {
+          await replyInTopic(
+            ctx,
+            interpretedSchedule.clarificationQuestion ??
+              (reminderContext.locale === 'ru'
+                ? 'Когда напомнить? Напишите день, дату или время.'
+                : 'When should I remind? Please send a day, date, or time.')
+          )
+          return
+        }
+
        const schedule = parseAdHocNotificationSchedule({
-          text: messageText,
-          timezone: existingDraft.timezone
+          timezone: existingDraft.timezone,
+          resolvedLocalDate: interpretedSchedule.resolvedLocalDate,
+          resolvedHour: interpretedSchedule.resolvedHour,
+          resolvedMinute: interpretedSchedule.resolvedMinute,
+          resolutionMode: interpretedSchedule.resolutionMode
        })

        if (schedule.kind === 'missing_schedule') {
          await replyInTopic(
            ctx,
            reminderContext.locale === 'ru'
-              ? 'Нужны хотя бы день или дата. Например: «завтра», «24.03», «2026-03-24 18:30».'
-              : 'I still need at least a day or date. For example: "tomorrow", "2026-03-24", or "2026-03-24 18:30".'
+              ? 'Нужны дата или понятное время. Например: «завтра утром», «24.03», «2026-03-24 18:30».'
+              : 'I still need a date or a clear time. For example: "tomorrow morning", "2026-03-24", or "2026-03-24 18:30".'
          )
          return
        }
@@ -548,9 +627,21 @@ export function registerAdHocNotifications(options: {
          return
        }

+        const renderedNotificationText = await renderNotificationText({
+          reminderContext,
+          originalRequestText: existingDraft.originalRequestText,
+          normalizedNotificationText: existingDraft.normalizedNotificationText,
+          assigneeMemberId: existingDraft.assigneeMemberId
+        })
+        if (!renderedNotificationText) {
+          await replyInTopic(ctx, unavailableReply(reminderContext.locale))
+          return
+        }
+
        const confirmPayload: Extract<NotificationDraftPayload, { stage: 'confirm' }> = {
          ...existingDraft,
          stage: 'confirm',
+          renderedNotificationText,
          scheduledForIso: schedule.scheduledFor!.toString(),
          timePrecision: schedule.timePrecision!
        }
@@ -563,20 +654,33 @@ export function registerAdHocNotifications(options: {
      return
    }

-    const parsed = parseAdHocNotificationRequest({
+    if (!options.reminderInterpreter) {
+      await replyInTopic(ctx, unavailableReply(reminderContext.locale))
+      return
+    }
+
+    const interpretedRequest = await options.reminderInterpreter.interpretRequest({
      text: messageText,
      timezone: reminderContext.timezone,
      locale: reminderContext.locale,
-      members: reminderContext.members,
-      senderMemberId: reminderContext.member.id
+      localNow: localNowText(reminderContext.timezone),
+      members: interpreterMembers(reminderContext.members),
+      senderMemberId: reminderContext.member.id,
+      assistantContext: reminderContext.assistantContext,
+      assistantTone: reminderContext.assistantTone
    })

-    if (parsed.kind === 'not_intent') {
+    if (!interpretedRequest) {
+      await replyInTopic(ctx, unavailableReply(reminderContext.locale))
+      return
+    }
+
+    if (interpretedRequest.decision === 'not_notification') {
      await next()
      return
    }

-    if (!parsed.notificationText || parsed.notificationText.length === 0) {
+    if (!interpretedRequest.notificationText || interpretedRequest.notificationText.length === 0) {
      await replyInTopic(
        ctx,
        reminderContext.locale === 'ru'
@@ -586,7 +690,8 @@ export function registerAdHocNotifications(options: {
      return
    }

-    if (parsed.kind === 'missing_schedule') {
+    if (interpretedRequest.decision === 'clarification') {
+      if (interpretedRequest.notificationText) {
        await saveDraft(options.promptRepository, ctx, {
          stage: 'await_schedule',
          proposalId: createProposalId(),
@@ -594,24 +699,33 @@ export function registerAdHocNotifications(options: {
          threadId: reminderContext.threadId,
          creatorMemberId: reminderContext.member.id,
          timezone: reminderContext.timezone,
-        originalRequestText: parsed.originalRequestText,
-        notificationText: parsed.notificationText,
-        assigneeMemberId: parsed.assigneeMemberId,
+          originalRequestText: messageText,
+          normalizedNotificationText: interpretedRequest.notificationText,
+          assigneeMemberId: interpretedRequest.assigneeMemberId,
          deliveryMode: 'topic',
-        dmRecipientMemberIds: [],
-        friendlyTagAssignee: false
+          dmRecipientMemberIds: []
        })
+      }

      await replyInTopic(
        ctx,
-        reminderContext.locale === 'ru'
-          ? 'Когда напомнить? Подойдёт свободная форма, например: «завтра», «завтра в 15:00», «24.03 18:30».'
-          : 'When should I remind? Free-form is fine, for example: "tomorrow", "tomorrow 15:00", or "2026-03-24 18:30".'
+        interpretedRequest.clarificationQuestion ??
+          (reminderContext.locale === 'ru'
+            ? 'Когда напомнить? Подойдёт свободная форма, например: «завтра утром», «завтра в 15:00», «24.03 18:30».'
+            : 'When should I remind? Free-form is fine, for example: "tomorrow morning", "tomorrow 15:00", or "2026-03-24 18:30".')
      )
      return
    }

-    if (parsed.kind === 'invalid_past') {
+    const parsedSchedule = parseAdHocNotificationSchedule({
+      timezone: reminderContext.timezone,
+      resolvedLocalDate: interpretedRequest.resolvedLocalDate,
+      resolvedHour: interpretedRequest.resolvedHour,
+      resolvedMinute: interpretedRequest.resolvedMinute,
+      resolutionMode: interpretedRequest.resolutionMode
+    })
+
+    if (parsedSchedule.kind === 'invalid_past') {
      await replyInTopic(
        ctx,
        reminderContext.locale === 'ru'
@@ -621,6 +735,28 @@ export function registerAdHocNotifications(options: {
      return
    }

+    if (parsedSchedule.kind !== 'parsed') {
+      await replyInTopic(
+        ctx,
+        interpretedRequest.clarificationQuestion ??
+          (reminderContext.locale === 'ru'
+            ? 'Когда напомнить? Подойдёт свободная форма, например: «завтра утром», «завтра в 15:00», «24.03 18:30».'
+            : 'When should I remind? Free-form is fine, for example: "tomorrow morning", "tomorrow 15:00", or "2026-03-24 18:30".')
+      )
+      return
+    }
+
+    const renderedNotificationText = await renderNotificationText({
+      reminderContext,
+      originalRequestText: messageText,
+      normalizedNotificationText: interpretedRequest.notificationText,
+      assigneeMemberId: interpretedRequest.assigneeMemberId
+    })
+    if (!renderedNotificationText) {
+      await replyInTopic(ctx, unavailableReply(reminderContext.locale))
+      return
+    }
+
    const draft: Extract<NotificationDraftPayload, { stage: 'confirm' }> = {
      stage: 'confirm',
      proposalId: createProposalId(),
@@ -628,14 +764,14 @@ export function registerAdHocNotifications(options: {
      threadId: reminderContext.threadId,
      creatorMemberId: reminderContext.member.id,
      timezone: reminderContext.timezone,
-      originalRequestText: parsed.originalRequestText,
-      notificationText: parsed.notificationText,
-      assigneeMemberId: parsed.assigneeMemberId,
-      scheduledForIso: parsed.scheduledFor!.toString(),
-      timePrecision: parsed.timePrecision!,
+      originalRequestText: messageText,
+      normalizedNotificationText: interpretedRequest.notificationText,
+      renderedNotificationText,
+      assigneeMemberId: interpretedRequest.assigneeMemberId,
+      scheduledForIso: parsedSchedule.scheduledFor!.toString(),
+      timePrecision: parsedSchedule.timePrecision!,
      deliveryMode: 'topic',
-      dmRecipientMemberIds: [],
-      friendlyTagAssignee: false
+      dmRecipientMemberIds: []
    }

    await saveDraft(options.promptRepository, ctx, draft)
@@ -670,14 +806,14 @@ export function registerAdHocNotifications(options: {
        householdId: payload.householdId,
        creatorMemberId: payload.creatorMemberId,
        originalRequestText: payload.originalRequestText,
-        notificationText: payload.notificationText,
+        notificationText: payload.renderedNotificationText,
        timezone: payload.timezone,
        scheduledFor: Temporal.Instant.from(payload.scheduledForIso),
        timePrecision: payload.timePrecision,
        deliveryMode: payload.deliveryMode,
        assigneeMemberId: payload.assigneeMemberId,
        dmRecipientMemberIds: payload.dmRecipientMemberIds,
-        friendlyTagAssignee: payload.friendlyTagAssignee,
+        friendlyTagAssignee: false,
        sourceTelegramChatId: ctx.chat?.id?.toString() ?? null,
        sourceTelegramThreadId: payload.threadId
      })
@@ -769,22 +905,6 @@ export function registerAdHocNotifications(options: {
      return
    }

-    if (data.startsWith(AD_HOC_NOTIFICATION_FRIENDLY_PREFIX)) {
-      const proposalId = data.slice(AD_HOC_NOTIFICATION_FRIENDLY_PREFIX.length)
-      const payload = await loadDraft(options.promptRepository, ctx)
-      if (!payload || payload.stage !== 'confirm' || payload.proposalId !== proposalId) {
-        await next()
-        return
-      }
-
-      await refreshConfirmationMessage(ctx, {
-        ...payload,
-        friendlyTagAssignee: !payload.friendlyTagAssignee
-      })
-      await ctx.answerCallbackQuery()
-      return
-    }
-
    if (data.startsWith(AD_HOC_NOTIFICATION_MEMBER_PREFIX)) {
      const rest = data.slice(AD_HOC_NOTIFICATION_MEMBER_PREFIX.length)
      const separatorIndex = rest.indexOf(':')
@@ -863,24 +983,10 @@ export function registerAdHocNotifications(options: {
  })
 }

-export function buildTopicNotificationText(input: {
-  notificationText: string
-  assignee?: {
-    displayName: string
-    telegramUserId: string
-  } | null
-  friendlyTagAssignee: boolean
-}): {
+export function buildTopicNotificationText(input: { notificationText: string }): {
  text: string
  parseMode: 'HTML'
 } {
-  if (input.friendlyTagAssignee && input.assignee) {
-    return {
-      text: `<a href="tg://user?id=${escapeHtml(input.assignee.telegramUserId)}">${escapeHtml(input.assignee.displayName)}</a>, ${escapeHtml(input.notificationText)}`,
-      parseMode: 'HTML'
-    }
-  }
-
  return {
    text: escapeHtml(input.notificationText),
    parseMode: 'HTML'
--- a/apps/bot/src/app.ts
+++ b/apps/bot/src/app.ts
@@ -75,6 +75,7 @@ import {
 import { createMiniAppLocalePreferenceHandler } from './miniapp-locale'
 import { createNbgExchangeRateProvider } from './nbg-exchange-rates'
 import { createOpenAiChatAssistant } from './openai-chat-assistant'
+import { createOpenAiAdHocNotificationInterpreter } from './openai-ad-hoc-notification-interpreter'
 import { createOpenAiPurchaseInterpreter } from './openai-purchase-interpreter'
 import {
  createPurchaseMessageRepository,
@@ -152,6 +153,12 @@ export async function createBotRuntimeApp(): Promise<BotRuntimeApp> {
    runtime.openaiApiKey,
    runtime.purchaseParserModel
  )
+  const adHocNotificationInterpreter = createOpenAiAdHocNotificationInterpreter({
+    apiKey: runtime.openaiApiKey,
+    parserModel: runtime.purchaseParserModel,
+    rendererModel: runtime.assistantModel,
+    timeoutMs: runtime.assistantTimeoutMs
+  })
  const assistantMemoryStore = createInMemoryAssistantConversationMemoryStore(
    runtime.assistantMemoryMaxTurns
  )
@@ -403,6 +410,7 @@ export async function createBotRuntimeApp(): Promise<BotRuntimeApp> {
      householdConfigurationRepository: householdConfigurationRepositoryClient.repository,
      promptRepository: telegramPendingActionRepositoryClient.repository,
      notificationService: adHocNotificationService,
+      reminderInterpreter: adHocNotificationInterpreter,
      logger: getLogger('ad-hoc-notifications')
    })
  }
--- a/apps/bot/src/openai-ad-hoc-notification-interpreter.test.ts
+++ b/apps/bot/src/openai-ad-hoc-notification-interpreter.test.ts
@@ -0,0 +1,251 @@
+import { describe, expect, test } from 'bun:test'
+
+import {
+  createOpenAiAdHocNotificationInterpreter,
+  type AdHocNotificationInterpretation
+} from './openai-ad-hoc-notification-interpreter'
+
+function successfulResponse(payload: unknown): Response {
+  return new Response(JSON.stringify(payload), {
+    status: 200,
+    headers: {
+      'content-type': 'application/json'
+    }
+  })
+}
+
+function nestedJsonResponse(payload: unknown): Response {
+  return successfulResponse({
+    output: [
+      {
+        content: [
+          {
+            text: JSON.stringify(payload)
+          }
+        ]
+      }
+    ]
+  })
+}
+
+describe('createOpenAiAdHocNotificationInterpreter', () => {
+  test('parses exact datetime requests through the llm', async () => {
+    const interpreter = createOpenAiAdHocNotificationInterpreter({
+      apiKey: 'test-key',
+      parserModel: 'gpt-5-mini',
+      rendererModel: 'gpt-5-mini',
+      timeoutMs: 5000
+    })
+    expect(interpreter).toBeDefined()
+
+    const originalFetch = globalThis.fetch
+    globalThis.fetch = (async () =>
+      nestedJsonResponse({
+        decision: 'notification',
+        notificationText: 'пошпынять Георгия о том, позвонил ли он',
+        assigneeMemberId: 'georgiy',
+        resolvedLocalDate: '2026-03-24',
+        resolvedHour: 15,
+        resolvedMinute: 30,
+        resolutionMode: 'exact',
+        confidence: 93,
+        clarificationQuestion: null
+      })) as unknown as typeof fetch
+
+    try {
+      const result = await interpreter!.interpretRequest({
+        locale: 'ru',
+        timezone: 'Asia/Tbilisi',
+        localNow: '2026-03-23 13:00',
+        text: 'Железяка, напомни пошпынять Георгия завтра в 15:30',
+        members: [
+          { memberId: 'dima', displayName: 'Дима', status: 'active' },
+          { memberId: 'georgiy', displayName: 'Георгий', status: 'active' }
+        ],
+        senderMemberId: 'dima'
+      })
+
+      expect(result).toEqual<AdHocNotificationInterpretation>({
+        decision: 'notification',
+        notificationText: 'пошпынять Георгия о том, позвонил ли он',
+        assigneeMemberId: 'georgiy',
+        resolvedLocalDate: '2026-03-24',
+        resolvedHour: 15,
+        resolvedMinute: 30,
+        resolutionMode: 'exact',
+        clarificationQuestion: null,
+        confidence: 93,
+        parserMode: 'llm'
+      })
+    } finally {
+      globalThis.fetch = originalFetch
+    }
+  })
+
+  test('parses fuzzy windows like tomorrow morning', async () => {
+    const interpreter = createOpenAiAdHocNotificationInterpreter({
+      apiKey: 'test-key',
+      parserModel: 'gpt-5-mini',
+      rendererModel: 'gpt-5-mini',
+      timeoutMs: 5000
+    })
+    expect(interpreter).toBeDefined()
+
+    const originalFetch = globalThis.fetch
+    globalThis.fetch = (async () =>
+      nestedJsonResponse({
+        decision: 'notification',
+        notificationText: 'remind me about the call',
+        assigneeMemberId: null,
+        resolvedLocalDate: '2026-03-24',
+        resolvedHour: 9,
+        resolvedMinute: 0,
+        resolutionMode: 'fuzzy_window',
+        confidence: 90,
+        clarificationQuestion: null
+      })) as unknown as typeof fetch
+
+    try {
+      const result = await interpreter!.interpretRequest({
+        locale: 'en',
+        timezone: 'Asia/Tbilisi',
+        localNow: '2026-03-23 13:00',
+        text: 'remind me tomorrow morning about the call',
+        members: [],
+        senderMemberId: 'sender'
+      })
+
+      expect(result?.resolutionMode).toBe('fuzzy_window')
+      expect(result?.resolvedHour).toBe(9)
+      expect(result?.resolvedMinute).toBe(0)
+    } finally {
+      globalThis.fetch = originalFetch
+    }
+  })
+
+  test('returns clarification for missing or ambiguous schedule', async () => {
+    const interpreter = createOpenAiAdHocNotificationInterpreter({
+      apiKey: 'test-key',
+      parserModel: 'gpt-5-mini',
+      rendererModel: 'gpt-5-mini',
+      timeoutMs: 5000
+    })
+    expect(interpreter).toBeDefined()
+
+    const originalFetch = globalThis.fetch
+    globalThis.fetch = (async () =>
+      nestedJsonResponse({
+        decision: 'clarification',
+        notificationText: 'пошпынять Георгия о том, позвонил ли он',
+        assigneeMemberId: 'georgiy',
+        resolvedLocalDate: null,
+        resolvedHour: null,
+        resolvedMinute: null,
+        resolutionMode: 'ambiguous',
+        confidence: 82,
+        clarificationQuestion: 'Когда напомнить: завтра утром, днем или вечером?'
+      })) as unknown as typeof fetch
+
+    try {
+      const result = await interpreter!.interpretRequest({
+        locale: 'ru',
+        timezone: 'Asia/Tbilisi',
+        localNow: '2026-03-23 13:00',
+        text: 'напомни пошпынять Георгия',
+        members: [
+          { memberId: 'dima', displayName: 'Дима', status: 'active' },
+          { memberId: 'georgiy', displayName: 'Георгий', status: 'active' }
+        ],
+        senderMemberId: 'dima'
+      })
+
+      expect(result?.decision).toBe('clarification')
+      expect(result?.clarificationQuestion).toContain('Когда напомнить')
+      expect(result?.notificationText).toContain('пошпынять Георгия')
+    } finally {
+      globalThis.fetch = originalFetch
+    }
+  })
+
+  test('returns not_notification for unrelated text', async () => {
+    const interpreter = createOpenAiAdHocNotificationInterpreter({
+      apiKey: 'test-key',
+      parserModel: 'gpt-5-mini',
+      rendererModel: 'gpt-5-mini',
+      timeoutMs: 5000
+    })
+    expect(interpreter).toBeDefined()
+
+    const originalFetch = globalThis.fetch
+    globalThis.fetch = (async () =>
+      nestedJsonResponse({
+        decision: 'not_notification',
+        notificationText: null,
+        assigneeMemberId: null,
+        resolvedLocalDate: null,
+        resolvedHour: null,
+        resolvedMinute: null,
+        resolutionMode: null,
+        confidence: 96,
+        clarificationQuestion: null
+      })) as unknown as typeof fetch
+
+    try {
+      const result = await interpreter!.interpretRequest({
+        locale: 'ru',
+        timezone: 'Asia/Tbilisi',
+        localNow: '2026-03-23 13:00',
+        text: 'как дела',
+        members: [],
+        senderMemberId: 'sender'
+      })
+
+      expect(result?.decision).toBe('not_notification')
+    } finally {
+      globalThis.fetch = originalFetch
+    }
+  })
+
+  test('renders the final delivery text that should be persisted', async () => {
+    const interpreter = createOpenAiAdHocNotificationInterpreter({
+      apiKey: 'test-key',
+      parserModel: 'gpt-5-mini',
+      rendererModel: 'gpt-5-mini',
+      timeoutMs: 5000
+    })
+    expect(interpreter).toBeDefined()
+
+    const originalFetch = globalThis.fetch
+    let capturedPrompt = ''
+    globalThis.fetch = (async (_input: unknown, init?: RequestInit) => {
+      const body =
+        typeof init?.body === 'string'
+          ? (JSON.parse(init.body) as {
+              input?: Array<{ content?: string }>
+            })
+          : null
+      capturedPrompt = body?.input?.[0]?.content ?? ''
+
+      return nestedJsonResponse({
+        text: 'Дима, пора пошпынять Георгия и проверить, позвонил ли он уже.'
+      })
+    }) as unknown as typeof fetch
+
+    try {
+      const result = await interpreter!.renderDeliveryText({
+        locale: 'ru',
+        originalRequestText: 'Железяка, напомни пошпынять Георгия о том позвонил ли он.',
+        notificationText: 'пошпынять Георгия о том, позвонил ли он',
+        requesterDisplayName: 'Дима',
+        assigneeDisplayName: 'Георгий'
+      })
+
+      expect(capturedPrompt).toContain('Requester display name: Дима')
+      expect(capturedPrompt).toContain('Assignee display name: Георгий')
+      expect(capturedPrompt).toContain('Do not accidentally address the assignee as the recipient')
+      expect(result).toBe('Дима, пора пошпынять Георгия и проверить, позвонил ли он уже.')
+    } finally {
+      globalThis.fetch = originalFetch
+    }
+  })
+})
--- a/apps/bot/src/openai-ad-hoc-notification-interpreter.ts
+++ b/apps/bot/src/openai-ad-hoc-notification-interpreter.ts
@@ -0,0 +1,490 @@
+import { extractOpenAiResponseText, parseJsonFromResponseText } from './openai-responses'
+
+export type AdHocNotificationResolutionMode = 'exact' | 'fuzzy_window' | 'date_only' | 'ambiguous'
+
+export interface AdHocNotificationInterpreterMember {
+  memberId: string
+  displayName: string
+  status: 'active' | 'away' | 'left'
+}
+
+export interface AdHocNotificationInterpretation {
+  decision: 'notification' | 'clarification' | 'not_notification'
+  notificationText: string | null
+  assigneeMemberId: string | null
+  resolvedLocalDate: string | null
+  resolvedHour: number | null
+  resolvedMinute: number | null
+  resolutionMode: AdHocNotificationResolutionMode | null
+  clarificationQuestion: string | null
+  confidence: number
+  parserMode: 'llm'
+}
+
+export interface AdHocNotificationScheduleInterpretation {
+  decision: 'parsed' | 'clarification'
+  resolvedLocalDate: string | null
+  resolvedHour: number | null
+  resolvedMinute: number | null
+  resolutionMode: AdHocNotificationResolutionMode | null
+  clarificationQuestion: string | null
+  confidence: number
+  parserMode: 'llm'
+}
+
+interface ReminderInterpretationResult {
+  decision: 'notification' | 'clarification' | 'not_notification'
+  notificationText: string | null
+  assigneeMemberId: string | null
+  resolvedLocalDate: string | null
+  resolvedHour: number | null
+  resolvedMinute: number | null
+  resolutionMode: AdHocNotificationResolutionMode | null
+  confidence: number
+  clarificationQuestion: string | null
+}
+
+interface ReminderScheduleResult {
+  decision: 'parsed' | 'clarification'
+  resolvedLocalDate: string | null
+  resolvedHour: number | null
+  resolvedMinute: number | null
+  resolutionMode: AdHocNotificationResolutionMode | null
+  confidence: number
+  clarificationQuestion: string | null
+}
+
+interface ReminderDeliveryTextResult {
+  text: string | null
+}
+
+export interface AdHocNotificationInterpreter {
+  interpretRequest(input: {
+    locale: 'en' | 'ru'
+    timezone: string
+    localNow: string
+    text: string
+    members: readonly AdHocNotificationInterpreterMember[]
+    senderMemberId: string
+    assistantContext?: string | null
+    assistantTone?: string | null
+  }): Promise<AdHocNotificationInterpretation | null>
+  interpretSchedule(input: {
+    locale: 'en' | 'ru'
+    timezone: string
+    localNow: string
+    text: string
+  }): Promise<AdHocNotificationScheduleInterpretation | null>
+  renderDeliveryText(input: {
+    locale: 'en' | 'ru'
+    originalRequestText: string
+    notificationText: string
+    requesterDisplayName?: string | null
+    assigneeDisplayName?: string | null
+    assistantContext?: string | null
+    assistantTone?: string | null
+  }): Promise<string | null>
+}
+
+function normalizeOptionalText(value: string | null | undefined): string | null {
+  const trimmed = value?.trim()
+  return trimmed && trimmed.length > 0 ? trimmed : null
+}
+
+function normalizeConfidence(value: number): number {
+  const scaled = value >= 0 && value <= 1 ? value * 100 : value
+  return Math.max(0, Math.min(100, Math.round(scaled)))
+}
+
+function normalizeResolutionMode(
+  value: string | null | undefined
+): AdHocNotificationResolutionMode | null {
+  return value === 'exact' ||
+    value === 'fuzzy_window' ||
+    value === 'date_only' ||
+    value === 'ambiguous'
+    ? value
+    : null
+}
+
+function normalizeHour(value: number | null | undefined): number | null {
+  if (
+    value === null ||
+    value === undefined ||
+    !Number.isInteger(value) ||
+    value < 0 ||
+    value > 23
+  ) {
+    return null
+  }
+
+  return value
+}
+
+function normalizeMinute(value: number | null | undefined): number | null {
+  if (
+    value === null ||
+    value === undefined ||
+    !Number.isInteger(value) ||
+    value < 0 ||
+    value > 59
+  ) {
+    return null
+  }
+
+  return value
+}
+
+function normalizeMemberId(
+  value: string | null | undefined,
+  members: readonly AdHocNotificationInterpreterMember[]
+): string | null {
+  const trimmed = value?.trim()
+  if (!trimmed) {
+    return null
+  }
+
+  return members.some((member) => member.memberId === trimmed) ? trimmed : null
+}
+
+function promptWindowRules(): string {
+  return [
+    'Resolve fuzzy windows using these exact defaults:',
+    '- morning / утром / с утра => 09:00',
+    '- before lunch / до обеда => 11:00',
+    '- afternoon / днём / днем => 14:00',
+    '- evening / вечером => 19:00',
+    '- plain date-only without time => 12:00'
+  ].join('\n')
+}
+
+function rosterText(
+  members: readonly AdHocNotificationInterpreterMember[],
+  senderMemberId: string
+): string {
+  if (members.length === 0) {
+    return 'No household roster provided.'
+  }
+
+  return [
+    'Household members:',
+    ...members.map(
+      (member) =>
+        `- ${member.memberId}: ${member.displayName} (status=${member.status}${member.memberId === senderMemberId ? ', sender=yes' : ''})`
+    )
+  ].join('\n')
+}
+
+async function fetchStructuredResult<T>(input: {
+  apiKey: string
+  model: string
+  schemaName: string
+  schema: object
+  prompt: string
+  timeoutMs: number
+}): Promise<T | null> {
+  const abortController = new AbortController()
+  const timeout = setTimeout(() => abortController.abort(), input.timeoutMs)
+
+  try {
+    const response = await fetch('https://api.openai.com/v1/responses', {
+      method: 'POST',
+      signal: abortController.signal,
+      headers: {
+        authorization: `Bearer ${input.apiKey}`,
+        'content-type': 'application/json'
+      },
+      body: JSON.stringify({
+        model: input.model,
+        input: [
+          {
+            role: 'system',
+            content: input.prompt
+          }
+        ],
+        text: {
+          format: {
+            type: 'json_schema',
+            name: input.schemaName,
+            schema: input.schema
+          }
+        }
+      })
+    })
+
+    if (!response.ok) {
+      return null
+    }
+
+    const payload = (await response.json()) as {
+      output_text?: string | null
+      output?: Array<{
+        content?: Array<{
+          text?: string | { value?: string | null } | null
+        }> | null
+      }> | null
+    }
+    const responseText = extractOpenAiResponseText(payload)
+    if (!responseText) {
+      return null
+    }
+
+    return parseJsonFromResponseText<T>(responseText)
+  } finally {
+    clearTimeout(timeout)
+  }
+}
+
+export function createOpenAiAdHocNotificationInterpreter(input: {
+  apiKey: string | undefined
+  parserModel: string
+  rendererModel: string
+  timeoutMs: number
+}): AdHocNotificationInterpreter | undefined {
+  if (!input.apiKey) {
+    return undefined
+  }
+
+  const apiKey = input.apiKey
+  const parserModel = input.parserModel
+  const rendererModel = input.rendererModel
+  const timeoutMs = input.timeoutMs
+
+  return {
+    async interpretRequest(options) {
+      const parsed = await fetchStructuredResult<ReminderInterpretationResult>({
+        apiKey,
+        model: parserModel,
+        schemaName: 'ad_hoc_notification_interpretation',
+        schema: {
+          type: 'object',
+          additionalProperties: false,
+          properties: {
+            decision: {
+              type: 'string',
+              enum: ['notification', 'clarification', 'not_notification']
+            },
+            notificationText: {
+              anyOf: [{ type: 'string' }, { type: 'null' }]
+            },
+            assigneeMemberId: {
+              anyOf: [{ type: 'string' }, { type: 'null' }]
+            },
+            resolvedLocalDate: {
+              anyOf: [{ type: 'string' }, { type: 'null' }]
+            },
+            resolvedHour: {
+              anyOf: [{ type: 'integer' }, { type: 'null' }]
+            },
+            resolvedMinute: {
+              anyOf: [{ type: 'integer' }, { type: 'null' }]
+            },
+            resolutionMode: {
+              anyOf: [
+                {
+                  type: 'string',
+                  enum: ['exact', 'fuzzy_window', 'date_only', 'ambiguous']
+                },
+                { type: 'null' }
+              ]
+            },
+            confidence: {
+              type: 'number',
+              minimum: 0,
+              maximum: 100
+            },
+            clarificationQuestion: {
+              anyOf: [{ type: 'string' }, { type: 'null' }]
+            }
+          },
+          required: [
+            'decision',
+            'notificationText',
+            'assigneeMemberId',
+            'resolvedLocalDate',
+            'resolvedHour',
+            'resolvedMinute',
+            'resolutionMode',
+            'confidence',
+            'clarificationQuestion'
+          ]
+        },
+        prompt: [
+          'You interpret messages from a household reminders topic.',
+          'Decide whether the latest message is an ad hoc reminder request, needs clarification, or is not a reminder request.',
+          'Return notificationText as the normalized reminder meaning, without schedule words.',
+          'Use the provided member ids when a reminder is clearly aimed at a specific household member.',
+          'resolvedLocalDate must be YYYY-MM-DD in the provided household timezone.',
+          'resolvedHour and resolvedMinute must be in 24-hour local time when a reminder can be scheduled.',
+          'Use resolutionMode exact for explicit clock time, fuzzy_window for phrases like morning/evening, date_only for plain day/date without an explicit time, ambiguous when the request is still too vague to schedule.',
+          'If schedule information is missing or ambiguous, return decision clarification and a short clarificationQuestion in the user language.',
+          'If the message is not a reminder request, return decision not_notification.',
+          promptWindowRules(),
+          options.assistantContext ? `Household context: ${options.assistantContext}` : null,
+          options.assistantTone ? `Preferred tone: ${options.assistantTone}` : null,
+          `Household timezone: ${options.timezone}`,
+          `Current local date/time in that timezone: ${options.localNow}`,
+          rosterText(options.members, options.senderMemberId),
+          '',
+          'Latest user message:',
+          options.text
+        ]
+          .filter(Boolean)
+          .join('\n'),
+        timeoutMs
+      })
+
+      if (!parsed) {
+        return null
+      }
+
+      return {
+        decision:
+          parsed.decision === 'notification' ||
+          parsed.decision === 'clarification' ||
+          parsed.decision === 'not_notification'
+            ? parsed.decision
+            : 'not_notification',
+        notificationText: normalizeOptionalText(parsed.notificationText),
+        assigneeMemberId: normalizeMemberId(parsed.assigneeMemberId, options.members),
+        resolvedLocalDate: normalizeOptionalText(parsed.resolvedLocalDate),
+        resolvedHour: normalizeHour(parsed.resolvedHour),
+        resolvedMinute: normalizeMinute(parsed.resolvedMinute),
+        resolutionMode: normalizeResolutionMode(parsed.resolutionMode),
+        clarificationQuestion: normalizeOptionalText(parsed.clarificationQuestion),
+        confidence: normalizeConfidence(parsed.confidence),
+        parserMode: 'llm'
+      }
+    },
+
+    async interpretSchedule(options) {
+      const parsed = await fetchStructuredResult<ReminderScheduleResult>({
+        apiKey,
+        model: parserModel,
+        schemaName: 'ad_hoc_notification_schedule',
+        schema: {
+          type: 'object',
+          additionalProperties: false,
+          properties: {
+            decision: {
+              type: 'string',
+              enum: ['parsed', 'clarification']
+            },
+            resolvedLocalDate: {
+              anyOf: [{ type: 'string' }, { type: 'null' }]
+            },
+            resolvedHour: {
+              anyOf: [{ type: 'integer' }, { type: 'null' }]
+            },
+            resolvedMinute: {
+              anyOf: [{ type: 'integer' }, { type: 'null' }]
+            },
+            resolutionMode: {
+              anyOf: [
+                {
+                  type: 'string',
+                  enum: ['exact', 'fuzzy_window', 'date_only', 'ambiguous']
+                },
+                { type: 'null' }
+              ]
+            },
+            confidence: {
+              type: 'number',
+              minimum: 0,
+              maximum: 100
+            },
+            clarificationQuestion: {
+              anyOf: [{ type: 'string' }, { type: 'null' }]
+            }
+          },
+          required: [
+            'decision',
+            'resolvedLocalDate',
+            'resolvedHour',
+            'resolvedMinute',
+            'resolutionMode',
+            'confidence',
+            'clarificationQuestion'
+          ]
+        },
+        prompt: [
+          'You interpret only the schedule part of a reminder follow-up.',
+          'Decide whether the message contains enough schedule information to produce a local date/time or whether you need clarification.',
+          'resolvedLocalDate must be YYYY-MM-DD in the provided household timezone.',
+          'resolvedHour and resolvedMinute must be local 24-hour time when parsed.',
+          'Use resolutionMode exact for explicit clock time, fuzzy_window for phrases like morning/evening, date_only for plain day/date without explicit time, ambiguous when still unclear.',
+          'If the schedule is missing or ambiguous, return clarification and ask a short question in the user language.',
+          promptWindowRules(),
+          `Household timezone: ${options.timezone}`,
+          `Current local date/time in that timezone: ${options.localNow}`,
+          '',
+          'Latest user message:',
+          options.text
+        ].join('\n'),
+        timeoutMs
+      })
+
+      if (!parsed) {
+        return null
+      }
+
+      return {
+        decision: parsed.decision === 'parsed' ? 'parsed' : 'clarification',
+        resolvedLocalDate: normalizeOptionalText(parsed.resolvedLocalDate),
+        resolvedHour: normalizeHour(parsed.resolvedHour),
+        resolvedMinute: normalizeMinute(parsed.resolvedMinute),
+        resolutionMode: normalizeResolutionMode(parsed.resolutionMode),
+        clarificationQuestion: normalizeOptionalText(parsed.clarificationQuestion),
+        confidence: normalizeConfidence(parsed.confidence),
+        parserMode: 'llm'
+      }
+    },
+
+    async renderDeliveryText(options) {
+      const parsed = await fetchStructuredResult<ReminderDeliveryTextResult>({
+        apiKey,
+        model: rendererModel,
+        schemaName: 'ad_hoc_notification_delivery_text',
+        schema: {
+          type: 'object',
+          additionalProperties: false,
+          properties: {
+            text: {
+              anyOf: [{ type: 'string' }, { type: 'null' }]
+            }
+          },
+          required: ['text']
+        },
+        prompt: [
+          'You write the final text of a scheduled household reminder message.',
+          'Be helpful and lightly playful by default.',
+          'Keep the meaning very close to the underlying reminder intent.',
+          'Do not mention the schedule or time; the reminder is being sent now.',
+          'Prefer one short sentence.',
+          'This reminder is being delivered to the requester and/or household chat, not automatically to the assignee.',
+          'If requesterDisplayName is provided, prefer addressing the requester or keeping the line neutral.',
+          'If assigneeDisplayName is provided, treat that person as the subject of the reminder unless the original request clearly says the reminder should speak directly to them.',
+          'Do not accidentally address the assignee as the recipient when the reminder is actually for someone else to act on.',
+          'Do not use bullet lists or explanations.',
+          options.assistantContext ? `Household context: ${options.assistantContext}` : null,
+          options.assistantTone ? `Preferred tone: ${options.assistantTone}` : null,
+          `Locale: ${options.locale}`,
+          options.requesterDisplayName
+            ? `Requester display name: ${options.requesterDisplayName}`
+            : null,
+          options.assigneeDisplayName
+            ? `Assignee display name: ${options.assigneeDisplayName}`
+            : null,
+          `Original user request: ${options.originalRequestText}`,
+          `Normalized reminder intent: ${options.notificationText}`,
+          'Return only JSON.'
+        ]
+          .filter(Boolean)
+          .join('\n'),
+        timeoutMs
+      })
+
+      return normalizeOptionalText(parsed?.text)
+    }
+  }
+}