2026-02-20 20:17:00 +00:00
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"""EmailAgent — the channel-agnostic conversation orchestrator."""
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import json
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import logging
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import re
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from datetime import datetime, timezone
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from ..models.conversation import ConversationState, ChatMessage
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from ..models.registration import BookingDay, RegistrationData
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from .. import llm
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from ..knowledge_base.loader import KnowledgeBase
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from ..storage.json_store import ConversationStore, normalize_email, _diff_registrations
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from ..notifications.notifier import AdminNotifier
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from .prompts import build_system_prompt
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logger = logging.getLogger(__name__)
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class EmailAgent:
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"""Processes one inbound email and returns the agent's reply text.
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2026-02-20 20:17:00 +00:00
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2026-02-20 22:15:49 +00:00
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Conversations are identified by the sender's normalized email address, so
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a parent who composes a fresh email (instead of replying) continues their
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existing conversation seamlessly.
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All business logic lives here; channel I/O is handled by the caller.
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2026-02-20 20:17:00 +00:00
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"""
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def __init__(
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self,
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model: str,
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kb: KnowledgeBase,
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store: ConversationStore,
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notifier: AdminNotifier,
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) -> None:
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self._model = model
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self._kb = kb
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self._store = store
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self._notifier = notifier
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# ------------------------------------------------------------------
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# Public API
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# ------------------------------------------------------------------
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def process_message(
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self,
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parent_email: str,
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message_text: str,
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inbound_message_id: str = "",
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) -> str:
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"""Process one inbound message and return the reply text.
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Args:
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parent_email: Sender email address — used as conversation key.
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message_text: Stripped plain-text body of the inbound email.
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inbound_message_id: Message-ID of the inbound email (stored for
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reply threading headers; not used for conversation matching).
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Returns:
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Reply text to send back to the parent.
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"""
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email_key = normalize_email(parent_email)
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# Load or create conversation state — keyed by email address
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state = self._store.load(email_key)
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if state is None:
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state = ConversationState(
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conversation_id=email_key,
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parent_email=email_key,
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)
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now = datetime.now(timezone.utc).isoformat()
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state.last_activity = now
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if inbound_message_id:
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state.last_inbound_message_id = inbound_message_id
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# Append the user's message to history
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state.messages.append(ChatMessage(role="user", content=message_text))
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# Route to the appropriate handler
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if state.completed:
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reply_text = self._handle_post_completion(state)
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else:
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reply_text = self._handle_registration(state)
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# Record the assistant reply and persist
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state.messages.append(ChatMessage(role="assistant", content=reply_text))
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state.updated_at = now
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self._store.save(state)
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return reply_text
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# ------------------------------------------------------------------
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# Registration flow
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# ------------------------------------------------------------------
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def _handle_registration(self, state: ConversationState) -> str:
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"""Drive the in-progress registration conversation."""
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system = build_system_prompt(self._kb, state)
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try:
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content = llm.complete(self._model, system, state.messages)
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parsed = self._parse_llm_response(content)
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except Exception:
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logger.exception("LLM call failed for %s", state.conversation_id)
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return self._fallback_message(state)
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reply_text: str = parsed.get("reply", "")
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updates: dict = parsed.get("updates", {}) or {}
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next_step: str = parsed.get("next_step", state.flow_step)
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is_complete: bool = bool(parsed.get("registration_complete", False))
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language: str = parsed.get("language", state.language)
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self._apply_updates(state, updates)
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state.flow_step = next_step
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state.language = language
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if is_complete and not state.completed:
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state.completed = True
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email_key, version = self._store.save_registration(state)
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try:
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self._notifier.notify_admin(
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registration=state.registration,
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registration_id=email_key,
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version=version,
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conversation_id=state.conversation_id,
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channel="email",
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)
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except Exception:
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logger.exception("Failed to send admin notification for %s", email_key)
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logger.info("Registration complete for %s", state.conversation_id)
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return reply_text
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# ------------------------------------------------------------------
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# Post-completion flow
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# ------------------------------------------------------------------
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def _handle_post_completion(self, state: ConversationState) -> str:
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"""Handle messages received after a registration is already complete."""
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system = build_system_prompt(self._kb, state)
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try:
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content = llm.complete(self._model, system, state.messages)
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parsed = self._parse_llm_response(content)
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except Exception:
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logger.exception("LLM call failed (post-completion) for %s", state.conversation_id)
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return self._fallback_message(state)
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reply_text: str = parsed.get("reply", "")
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intent: str = parsed.get("intent", "question")
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updates: dict = parsed.get("updates", {}) or {}
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language: str = parsed.get("language", state.language)
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state.language = language
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if intent == "update" and any(v is not None for v in updates.values()):
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self._handle_registration_update(state, updates)
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elif intent == "new_child":
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# Reset registration so a fresh flow begins in the next message
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state.registration = RegistrationData()
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state.completed = False
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state.flow_step = "child_name"
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logger.info("Starting new child registration for %s", state.conversation_id)
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return reply_text
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def _handle_registration_update(self, state: ConversationState, updates: dict) -> None:
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"""Apply field updates, version the record, and notify the admin."""
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old_data = state.registration.to_dict()
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self._apply_updates(state, updates)
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new_data = state.registration.to_dict()
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change_summary = _diff_registrations(old_data, new_data)
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if not change_summary:
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return # Nothing actually changed
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email_key, version = self._store.save_registration_version(state, change_summary)
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try:
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self._notifier.notify_registration_update(
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registration=state.registration,
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registration_id=email_key,
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version=version,
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change_summary=change_summary,
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conversation_id=state.conversation_id,
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)
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except Exception:
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logger.exception("Failed to send update notification for %s", email_key)
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logger.info("Registration updated to v%d for %s", version, state.conversation_id)
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# ------------------------------------------------------------------
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# Shared helpers
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# ------------------------------------------------------------------
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def _parse_llm_response(self, content: str) -> dict:
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"""Extract the JSON payload from the LLM's raw output."""
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text = content.strip()
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fence_match = re.match(r"^```(?:json)?\s*\n(.*?)\n```\s*$", text, re.DOTALL)
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if fence_match:
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text = fence_match.group(1).strip()
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try:
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return json.loads(text)
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except json.JSONDecodeError:
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pass
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brace_match = re.search(r"\{.*\}", text, re.DOTALL)
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if brace_match:
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try:
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return json.loads(brace_match.group())
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except json.JSONDecodeError:
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pass
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logger.warning("Could not parse LLM response as JSON — using raw text as reply.")
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return {
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"reply": content,
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"intent": "question",
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"updates": {},
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"next_step": "greeting",
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"registration_complete": False,
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"language": "de",
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}
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def _fallback_message(self, state: ConversationState) -> str:
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if state.language == "en":
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return (
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"I'm sorry, I'm having a technical issue right now. "
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"Please try again in a moment or contact us directly."
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)
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return (
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"Entschuldigung, ich habe gerade ein technisches Problem. "
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"Bitte versuche es gleich nochmal oder kontaktiere uns direkt."
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)
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def _apply_updates(self, state: ConversationState, updates: dict) -> None:
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"""Write extracted field values into the RegistrationData object."""
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reg = state.registration
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field_map = {
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"child.fullName": lambda v: setattr(reg.child, "full_name", v),
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"child.dateOfBirth": lambda v: setattr(reg.child, "date_of_birth", v),
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"child.specialNeeds": lambda v: setattr(reg.child, "special_needs", v),
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"parentGuardian.fullName": lambda v: (
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setattr(reg.parent_guardian, "full_name", v),
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setattr(state, "parent_name", v),
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),
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"parentGuardian.streetAddress": lambda v: setattr(reg.parent_guardian, "street_address", v),
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"parentGuardian.postalCode": lambda v: setattr(reg.parent_guardian, "postal_code", str(v)),
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"parentGuardian.city": lambda v: setattr(reg.parent_guardian, "city", v),
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"parentGuardian.phone": lambda v: setattr(reg.parent_guardian, "phone", v),
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"parentGuardian.email": lambda v: setattr(reg.parent_guardian, "email", v),
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"emergencyContact.fullName": lambda v: setattr(reg.emergency_contact, "full_name", v),
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"emergencyContact.phone": lambda v: setattr(reg.emergency_contact, "phone", v),
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}
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for key, value in updates.items():
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if value is None:
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continue
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if key in field_map:
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field_map[key](value)
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elif key == "booking.playgroupTypes" and isinstance(value, list):
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reg.booking.playgroup_types = value
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elif key == "booking.selectedDays" and isinstance(value, list):
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reg.booking.selected_days = [
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BookingDay(day=d["day"], type=d["type"])
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for d in value
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if isinstance(d, dict) and "day" in d and "type" in d
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]
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else:
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logger.debug("Unknown update key ignored: %s", key)
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