News Pool Structure and Collection Guide
The NewsFork model in the ASI era will be more than a simple news aggregator; it will become a ‘global intelligent news hub’ connecting fragmented public information by country to AI and expatriates worldwide.
1. News Pool Structure: “Central Intelligent Data Lake”
Section titled “1. News Pool Structure: “Central Intelligent Data Lake””For each channel (agent) to select articles from the news pool, the source data must be in a ‘neutral structure’ independent of specific languages or formats.
Unified Schema
Section titled “Unified Schema”- All news is converted and stored in a JSON-based standard schema
- Examples:
country_code,agency_name,original_lang,fact_tags,importance_score
Hybrid Storage
Section titled “Hybrid Storage”- Relational DB (D1/PostgreSQL): Article metadata, subscription information
- Vector DB (Pinecone/Milvus): Stores the ‘meaning’ of news as vectors, similarity-based recommendations
Multi-Agent Orchestration
Section titled “Multi-Agent Orchestration”- Central Orchestrator manages news pool
- Sub-channel agents select articles via ‘intent-based routing’
2. Acquisition Strategy (Responsible Collection)
Section titled “2. Acquisition Strategy (Responsible Collection)”Smart Crawling
Section titled “Smart Crawling”- Official APIs first: Open data portals like data.europa.eu, data.gov, etc.
- Web scraping: Wrangler-based serverless scraper, operates during idle time slots
Multilingual Pipeline (NMT)
Section titled “Multilingual Pipeline (NMT)”- Immediate NMT translation to English/standard official language upon acquisition
- Localization optimization: Incorporating cultural nuances for expat channels
3. Step-by-Step Service Execution Model
Section titled “3. Step-by-Step Service Execution Model”| Step | Channel Type | How It Works | Business Model |
|---|---|---|---|
| Stage 1 | Expats Channel | Country-specific agents curate essential information for foreign residents | Channel-specific premium subscriptions or advertising |
| Stage 1 | Developer API | Direct access to news pool, Structured Fact Data Subscription | Zuplo + Stripe Usage-Based Billing |
| Phase 2 | Personalized Recommendations | Curates news matching interests using Vector DB + Activity Data | Hyper-Personalized Premium Membership |
Recommended: “Intelligent Gateway Strategy”
Section titled “Recommended: “Intelligent Gateway Strategy””Place Zuplo at the news pool’s entry and exit points to control API usage, monitoring traffic and value whenever channel agents ‘Fork’ articles from the news pool.