Your AI agent did exactly what it was designed to do. The framework underneath it just handed an attacker a shell on the box that holds your OpenAI key, your database credentials, and your CRM tokens.

Cybersecurity researchers have disclosed details of three now-patched security flaws impacting LangGraph, including a critical vulnerability chain that could result in remote code execution. LangGraph ...

同时处理实时监控、故障排查、性能分析等任务时，单一智能体往往难以胜任复杂、多步骤的场景。借助LangGraph可以构建一个多智能体协作系统，将不同职责拆解为专门的智能体，由一个 Supervisor 智能体统一调度，实现高效、可扩展的数据库运维系统。 构建背景 ...

Autonomous AI systems are rapidly redefining software. They no longer wait for step-by-step human instruction, but actively pursue complex goals. This marks an evolution in technology, moving beyond ...

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 ...

Cybersecurity researchers have disclosed three security vulnerabilities impacting LangChain and LangGraph that, if successfully exploited, could expose filesystem data, environment secrets, and ...

Abstract: Bayesian inference provides a methodology for parameter estimation and uncertainty quantification in machine learning and deep learning methods. Variational inference and Markov Chain ...

A small demo project that uses LangGraph + an Azure OpenAI-backed LLM to validate warranty claims, score fraud likelihood, collect evidence, and make an adjudication decision. The project includes a ...