点击上方“Deephub Imba”,关注公众号,好文章不错过 !标准 RAG 流水线有个根本性的毛病:检索到的文档一旦与用户意图对不上号,模型照样能面不改色地输出一堆看似合理的胡话,既没有反馈机制也谈不上什么纠错能力。而Agentic RAG ...
在真实工程项目中,不使用 LangChain、LangGraph、CrewAI 等框架,纯用 Python + LLM API 手动实现 AI Agent 不仅完全可行,而且在许多场景下是更优选择。 Anthropic 官方明确建议开发者”从直接使用 ...
The evolution of generative AI (GenAI) necessitates a sophisticated architecture that integrates advanced language models with cutting-edge technologies for improved decision-making capabilities. This ...
This week LangGraph has introduced templates to simplify the creation of applications for common use cases, with a particular focus on transforming unstructured research data into structured formats ...
Imagine trying to have a conversation with someone who insists on reciting an entire encyclopedia every time you ask a question. That’s how large language models (LLMs) can feel when they’re ...
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