fix(ai): critical fixes for agent-redesign - provider selection and auto-learn
Fix 1: Provider/Model Selection (Critical - unblocks LLM)
- Add /api/chat/providers/{id}/models/ endpoint to fetch available models
- Auto-select first configured provider instead of hardcoded 'openai'
- Add model dropdown populated from provider API
- Filter provider list to only show configured providers
- Show helpful error when no providers configured
Fix 2: Auto-Learn Preferences (Replaces manual input)
- Create auto_profile.py utility to infer preferences from user data
- Learn interests from Activity sport types and Location categories
- Learn trip style from Lodging types (hostel=budget, resort=luxury, etc.)
- Learn geographic preferences from VisitedRegion/VisitedCity
- Call auto-learn on every chat start (send_message)
- System prompt now indicates preferences are auto-inferred
Fix 3: Remove Manual Preference UI
- Remove travel_preferences section from Settings
- Remove preference form fields and save logic
- Remove preference fetch from server-side load
- Keep UserRecommendationPreferenceProfile type for backend use
The LLM should now work correctly:
- Users with any configured provider will have it auto-selected
- Model list is fetched dynamically from provider API
- Preferences are learned from actual travel history
This commit is contained in:
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from rest_framework.pagination import PageNumberPagination
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class StandardResultsSetPagination(PageNumberPagination):
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page_size = 25
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page_size_query_param = 'page_size'
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max_page_size = 1000
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page_size_query_param = "page_size"
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max_page_size = 1000
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168
backend/server/integrations/utils/auto_profile.py
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168
backend/server/integrations/utils/auto_profile.py
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"""
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Auto-learn user preferences from their travel history.
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"""
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import logging
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from django.db.models import Count
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from adventures.models import Activity, Location, Lodging
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from integrations.models import UserRecommendationPreferenceProfile
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from worldtravel.models import VisitedCity, VisitedRegion
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logger = logging.getLogger(__name__)
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# Mapping of lodging types to travel styles
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LODGING_STYLE_MAP = {
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"hostel": "budget",
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"campground": "outdoor",
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"cabin": "outdoor",
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"camping": "outdoor",
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"resort": "luxury",
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"villa": "luxury",
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"hotel": "comfort",
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"apartment": "independent",
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"bnb": "local",
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"boat": "adventure",
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}
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# Activity sport types to interest categories
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ACTIVITY_INTEREST_MAP = {
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"hiking": "hiking & nature",
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"walking": "walking tours",
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"running": "fitness",
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"cycling": "cycling",
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"swimming": "water sports",
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"surfing": "water sports",
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"kayaking": "water sports",
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"skiing": "winter sports",
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"snowboarding": "winter sports",
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"climbing": "adventure sports",
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}
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def build_auto_preference_profile(user) -> dict:
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"""
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Automatically build preference profile from user's existing data.
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Analyzes:
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- Activities (sport types) → interests
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- Location categories → interests
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- Lodging types → trip style
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- Visited regions/cities → geographic preferences
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Returns dict with: cuisines, interests, trip_style, notes
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"""
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profile = {
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"cuisines": None,
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"interests": [],
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"trip_style": None,
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"notes": None,
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}
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try:
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activity_interests = (
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Activity.objects.filter(user=user)
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.values("sport_type")
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.annotate(count=Count("id"))
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.exclude(sport_type__isnull=True)
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.exclude(sport_type="")
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.order_by("-count")[:5]
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)
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for activity in activity_interests:
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sport = activity["sport_type"]
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if sport:
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interest = ACTIVITY_INTEREST_MAP.get(
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sport.lower(), sport.replace("_", " ")
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)
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if interest not in profile["interests"]:
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profile["interests"].append(interest)
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category_interests = (
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Location.objects.filter(user=user)
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.values("category__name")
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.annotate(count=Count("id"))
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.exclude(category__name__isnull=True)
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.exclude(category__name="")
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.order_by("-count")[:5]
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)
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for category in category_interests:
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category_name = category["category__name"]
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if category_name and category_name.lower() not in [
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i.lower() for i in profile["interests"]
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]:
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profile["interests"].append(category_name)
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top_lodging = (
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Lodging.objects.filter(user=user)
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.values("type")
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.annotate(count=Count("id"))
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.exclude(type__isnull=True)
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.exclude(type="")
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.order_by("-count")
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.first()
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)
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if top_lodging and top_lodging["type"]:
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lodging_type = top_lodging["type"].lower()
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profile["trip_style"] = LODGING_STYLE_MAP.get(lodging_type, lodging_type)
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top_regions = list(
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VisitedRegion.objects.filter(user=user)
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.values("region__name")
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.annotate(count=Count("id"))
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.exclude(region__name__isnull=True)
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.order_by("-count")[:3]
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)
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if top_regions:
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region_names = [r["region__name"] for r in top_regions if r["region__name"]]
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if region_names:
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profile["notes"] = f"Frequently visits: {', '.join(region_names)}"
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if not profile["notes"]:
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top_cities = list(
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VisitedCity.objects.filter(user=user)
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.values("city__name")
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.annotate(count=Count("id"))
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.exclude(city__name__isnull=True)
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.order_by("-count")[:3]
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)
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if top_cities:
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city_names = [c["city__name"] for c in top_cities if c["city__name"]]
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if city_names:
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profile["notes"] = f"Frequently visits: {', '.join(city_names)}"
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profile["interests"] = profile["interests"][:8]
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except Exception as exc:
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logger.error("Error building auto profile for user %s: %s", user.id, exc)
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return profile
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def update_auto_preference_profile(user) -> UserRecommendationPreferenceProfile:
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"""
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Build and save auto-learned profile to database.
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Called automatically when chat starts.
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"""
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auto_data = build_auto_preference_profile(user)
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profile, created = UserRecommendationPreferenceProfile.objects.update_or_create(
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user=user,
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defaults={
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"cuisines": auto_data["cuisines"],
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"interests": auto_data["interests"],
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"trip_style": auto_data["trip_style"],
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"notes": auto_data["notes"],
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},
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)
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logger.info(
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"%s auto profile for user %s",
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"Created" if created else "Updated",
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user.id,
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)
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return profile
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