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Articles
English content starts with concise versions of the core topics and will expand over time.
RSSReliable contract extraction requires golden sets, field-level checks, evidence validation, error attribution, and version comparison.
In real investment research Q&A, RAG quality depends less on vector search alone and more on coreference, time range, entity recognition, tag filters, and evidence boundaries.
Financial and macro report generation needs engineered data cadence, traceable sources, explicit disagreement, structure, and refusal behavior.
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Share the business context first. I will help assess whether the AI application is worth building, how to approach it, and where the main risks are.