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Document the challenges encountered and solutions implemented in the project.

Track our service updates, collaboration model changes, and real-world implementations across various industries. Articles are organized by question for easy search and citation.

Tech ColumnImplementationCompany News

Implementation2026-09-18· approx.6minute

Why is FDE pre-deployment essential for AI implementation?

From requirement translation to system integration and outcome ownership, here's how FDE differs from traditional outsourcing and standardized SaaS—and why it's better suited for production environments.

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Tech Column2026-09-05· About7minute

5 Checklist Items for Implementing Enterprise RAG Knowledge Base

Document chunking, permission isolation, traceable citations, update mechanisms, and evaluation methods are key to determining whether a knowledge base can be truly adopted by business operations.

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Tech Column2026-08-22· About6minutes

Selection and Operations Best Practices for Local Large Model Deployment

From compute assessment and model selection to inference service operations, here are the key considerations for private deployment.

Implementation2026-08-08· App5minutes

How to determine if an AI use case is worth pursuing

Quickly evaluate ROI across four dimensions: usage frequency, manual effort, data availability, and error tolerance.

Tech Column2026-07-26· App5minute

How to optimize your corporate website for accurate AI search citations

Generative engines prioritize structured data and factual density when crawling webpages, so website content organization must be adapted accordingly.

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Company News2026-07-10· App3minutes

Shunwo Network introduces a two-week PoC rapid validation service

For enterprises new to AI, our fixed-scope validation service delivers a working prototype, impact analysis, and a roadmap for implementation.

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