Design approach
Scheduled ingestion normalises public market information, a staged local-and-cloud model workflow structures it, and database plus semantic interfaces support later review.
Production Candidate · Internal R&D
Hybrid Market News Monitoring System
High-volume market news needs structured processing, semantic retrieval and usable monitoring without presenting sentiment as financial advice.
AI role and boundary
Models assist fact extraction, summarisation and classification. Structured storage, retrieval controls and human interpretation remain outside the model.
Confirmed status and limits
It is not an automated trading product or regulated advice service. No accuracy rate, investment return, external deployment or commercial readiness is claimed.
Reusable applications
The design demonstrates a reusable monitoring pattern for high-volume news, regulatory notices and other searchable intelligence streams.
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