Chinese market research is fragmented across filings, reports, and bilingual sources. Analysts spend substantial effort extracting text, reconciling evidence, and turning it into a consistent memo.

SilkRoad Agents coordinates three focused roles:

  • Scout gathers and extracts source material, including Chinese PDFs through PaddleOCR.
  • Analyst structures market, company, and risk evidence with ERNIE 4.5.
  • Synthesizer turns the collected findings into a reviewable investment memo.

CAMEL-AI manages role-based collaboration. A FastAPI backend streams progress with server-sent events, while the Next.js interface keeps the source-to-memo workflow visible. The implementation also handles asynchronous HTTP requests, PaddleOCR API differences, and model-response normalization so failures remain inspectable.

The output is a structured research aid, not a guarantee of financial accuracy or investment performance. Analysts remain responsible for validating sources and conclusions before using the memo in a decision.

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