- Fix broken news thumbnails by adding og:image extraction during content
scraping (replaces Brave proxy URLs that block hotlinking)
- Add image onerror fallback in templates showing domain favicon when
original image fails to load
- Decode Brave proxy image URLs to original source URLs before saving
- Enforce English-only entity types in AI extraction prompt to prevent
mixed Polish/English type names
- Add migration 083 to normalize 14 existing Polish entity types and
clean up 5 stale fetch jobs stuck in 'running' status
- Add backfill script for existing articles with broken image URLs
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Brave free tier was returning 429 for ~50% of queries due to back-to-back
requests. Added 1.1s delay between queries and retry with exponential
backoff (1.5s, 3s). Heartbeat endpoint exempted from Flask-Limiter and
interval increased from 30s to 60s to reduce log noise.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
Replace simulated progress animation with Server-Sent Events streaming
that shows actual backend progress in real-time during ZOPK news search.
Prevents timeout errors by keeping the connection alive with heartbeat
events. Old POST endpoint preserved as automatic fallback.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
Zmiana domyślnego modelu w dokumentacji i kodzie:
- gemini-2.5-flash → gemini-3-flash-preview
- gemini-2.5-pro → gemini-3-pro-preview
Zaktualizowane pliki:
- README.md - opis technologii
- docs/architecture/*.md - diagramy i przepływy
- nordabiz_chat.py - fallback model name
- zopk_news_service.py - model dla AI evaluation
- templates/admin/zopk_dashboard.html - wyświetlany model
Zachowano mapowania legacy modeli dla kompatybilności wstecznej.
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
- Zmiana nazwy: "Norda Biznes Hub" → "Norda Biznes Partner"
- Aktualizacja modelu AI: Gemini 2.0 Flash → Gemini 3 Flash
- Zachowano historyczne odniesienia w timeline i dokumentacji
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
- Nowa funkcja reevaluate_low_score_news() szuka newsów z 1-2★
zawierających Via Pomerania, NORDA, S6, Droga Czerwona, etc.
- Nowy endpoint POST /admin/zopk/news/reevaluate-low-scores
- Przycisk w UI "Re-ewaluuj niskie oceny" z szczegółowym raportem
- Automatyczne auto-approve jeśli nowa ocena >= 3★
Problem: Artykuły o Via Pomerania miały 1★ bo były ocenione
przed dodaniem tego tematu do promptu AI.
Rozwiązanie: Re-ewaluacja nowym promptem podniesie ich oceny.
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
- Zamiana auto-odświeżania na przycisk OK
- Dodanie sekcji szczegółowych statystyk (12 metryk)
- Dodanie listy artykułów odrzuconych przez AI
- Śledzenie czasu przetwarzania
- API zwraca nowe pola: sent_to_ai, ai_rejected_articles, processing_time
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
Added missing topics to ZOPK AI evaluation prompt:
- Via Pomerania (highway Ustka-Bydgoszcz)
- S6 (Koszalin-Słupsk)
- Droga Czerwona (Port Gdynia)
- Pakt Bezpieczeństwa Pomorze Środkowe
- Deklaracja Bałtycka
- Izba Przedsiębiorców NORDA / Akademia Biznesu NORDA
These topics were incorrectly scored 1-2★ instead of 4-5★.
Updated examples to guide AI better.
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
Changes:
- Lower auto-approve threshold from 4★ to 3★ (verified 2026-01-15)
- Add detailed progress bar for ZOPK search process
- Add auto-approved articles list with star ratings
- Document ZOPK topics (ZOP Kaszubia) in CLAUDE.md
- Add 8-second countdown before auto-refresh
Technical:
- zopk_news_service.py: Changed score threshold from >=4 to >=3
- Templates: New CSS for progress phases and results display
- CLAUDE.md: Added "ZOP Kaszubia News" section with topic guidelines
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
ZOPK news evaluation now properly attributes AI token usage
to the user who triggered the evaluation. This enables:
- Per-user cost tracking in AI monitoring dashboard
- User rankings by AI token consumption
- Company-level cost aggregation
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
- Add reevaluate_news_without_score() to upgrade old binary evals to stars
- Add /admin/zopk/news/reevaluate-scores endpoint
- Add ai_missing_score stat to dashboard
- Add 'Dodaj gwiazdki' button in dashboard UI
- JS function with progress modal and auto-reload
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
- Add ai_relevance_score column (1-5) to zopk_news table
- Update AI prompt to return score with detailed criteria:
* 1 star = very weak (loose connection to region/industry)
* 2 stars = weak (general industry news)
* 3 stars = medium (relates to ZOPK industry but not directly)
* 4 stars = strong (directly about ZOPK investments/companies)
* 5 stars = perfect (main topic is ZOPK, Kongsberg, offshore Baltic)
- Display star ratings in admin dashboard with color-coded badges
- Score >= 3 marks news as relevant, < 3 as not relevant
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
- Add ai_relevant, ai_evaluation_reason, ai_evaluated_at columns to zopk_news
- Add evaluate_news_relevance() and evaluate_pending_news() functions
- Add /admin/zopk/news/evaluate-ai endpoint
- Add AI filter tiles (Pasuje wg AI, Nie pasuje wg AI)
- Add "Oceń przez AI" button with progress feedback
- Show AI evaluation badge on news items
- Add new sources: Norda FM, Twoja Telewizja Morska, Nadmorski24.pl, Facebook (Samsonowicz)
AI evaluates news against ZOPK topics: offshore wind, nuclear plant,
Kongsberg investment, data centers, hydrogen labs, key people.
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
- Add ZOPKNewsService with multiple RSS sources (12 feeds)
- Implement cross-verification logic (3+ sources = auto_approved)
- Add title hash normalization for fuzzy deduplication
- Include government sources: MON, Ministerstwo Rozwoju
- Include Google News searches for key topics and people
- Add confidence scoring (1-5 based on source count)
- Update SQL migration with cross-verification columns
Sources: Brave API, trojmiasto.pl, Dziennik Bałtycki, Google News,
gov.pl/obrona-narodowa, gov.pl/rozwoj-technologia
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
