As Couchbase launches its AI Data Plane, the more interesting question is whether the NoSQL-era strengths it built for ...
从 Prompt Engineering 到 Harness Engineering,再到 Loop Engineering,AI 工程的演进从来不是替代,是层层叠加的抽象升级。
从控制模型到控制智能体:LLM 时代工程范式的三次演进Agent 工程全景:Prompt / Harness / Loop 三级技术栈完整拆解Loop Engineering 是什么?从 Prompt 到 Harness 的 AI 工程范式全解析 ...
Agentic AI moves beyond chatbots into systems that plan, use tools, and act. Learn key terms, architectures, risks, ...
Attackers are actively exploiting path traversal and SQL injection in Langflow, LangGraph, and LangChain — below where your ...
20+ years in tech. Currently deep in LLMs and agentic systems. Writing about what I'm actually building. Sydney-based. O At some point in building an agentic system, you will hit the same wall. An ...
Next, install the LangGraph CLI if not already installed. We're installing the in-memory version so we can run the LangGraph server without Docker. This may take a second to start. Once the server is ...
如何让AI智能体(Agent)像人类一样拥有持久的记忆,从而在复杂的连续任务中保持上下文感知和深度理解?这已成为构建高级智能体的核心挑战。本文将深入探讨Agent Memory的核心概念,并聚焦于LangGraph框架下的长短期记忆实现,详解短期会话与长期知识的存储 ...
LangGraph是由LangChain团队开发的前沿开源框架,它代表了AI应用架构的重要进步,专为构建、部署和管理复杂的生成式AI工作流而设计。作为一个强大的编排工具,它提供了底层基础设施,用于支持长时间运行、有状态的工作流或智能体(agent)系统,为开发者提供 ...
全文超过8000字,但我保证每一段都有信息量,没有废话。准备好了吗?让我们开始这场技术盛宴! 1. 时代背景:为什么Agent框架成为必争之地?1.1 从简单API调用到复杂智能体系统的演进 还记得2022年底ChatGPT刚出现时,我们怎么用的吗?一个简单的API调用,拼接 ...