知识管理聚焦：生成式人工智能的开发与部署.pdf

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1、 2025 Serious Insights LLCKM SpotlightDaniel W.RasmusDaniel W.RasmusPrincipal AnalystSerious Insights LLChttps:/ on X and Instagram 2025 Serious Insights LLC2 2025 Serious Insights LLCKnowledgeWhat is Knowledge?3 3DataDataInformationInformationNew KnowledgeNew KnowledgeInsightInsightWisdomWisdomKnow

2、ledge SynthesisKnowledge Synthesis 2025 Serious Insights LLCWhat is Knowledge Management?4 4 2025 Serious Insights LLCTypes of Knowledge5 5KnowledgeTypes 2025 Serious Insights LLCAI and KM:Needs and OpportunitiesGuardrail ManagementLLM DiscoverabilityContext Model ManagementPrompt Collaboration and

3、SharingLLM Model Management&RetirementNew Knowledge or Lack ThereofRAG and Knowledge Graph Management 2025 Serious Insights LLCGuardrails 2025 Serious Insights LLCThe Impact of Unguarded Guardrails8 8Guardrails are often(almost always)opaque to end usersToo cautiousCause errorsCan censor information

4、Guardrails can be easily bypassedExternal“mandates”implemented inconsistently across productsOperationalizing guardrails can be complex.It can be difficult to keep up with legal and regulatory changesFine-tuning can compromise safety.2025 Serious Insights LLCLLM Discoverability 2025 Serious Insights

5、 LLCHugging Face1010 2025 Serious Insights LLC11 2025 Serious Insights LLCLLM Discoverability1212Nonstandard metadata and model descriptionsThe models themselves cant be indexedInconsistent naming conventionsA vast number of models with varying capabilitiesDifficulty in assessing model quality witho

6、ut extensive testing and the potential for misleading or outdated information about model performance 2025 Serious Insights LLCContext Model Management 2025 Serious Insights LLCContext Model Management1414Model Focus/DomainsConfigurationDepthEditorial Policies 2025 Serious Insights LLCPrompt Collabo