Engineering detail, not concepts. Every article is a pitfall we hit on a real project.
A general-purpose LLM cannot produce compliance documents: what it lacks is not language ability but the knowledge of which documents are required and which clauses each must contain. This article breaks down the engineering structure of a vertical LLM in compliance scenarios.…
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AgentA knowledge base is not just documents dumped into a vector store. What really determines whether an agent is usable is the granularity of records and the retrieval path.
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AgentCustom apps, group bots and H5 pages — the three integration methods differ completely in permissions, capabilities and scenarios.
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Website DevelopmentTranslating a Chinese site into four languages by text replacement alone will always produce broken layouts and pages that search engines never index.…
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DeliveryGovernment, defence and some state-owned enterprise projects require systems to run on the intranet with no external access. That delivery process is entirely different from a standard deployment.…
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