Meta ( META) had been using Google's Gemini models for tasks such as content moderation and scam detection because they ...
France’s OVHcloud bets on frontier AI as Europe seeks alternatives to US models The company says the cost of training frontier AI models has fallen sharply, but analysts say the bigger challenge may ...
Smart speakers such as Alexa, Google Home, and Apple Home have transformed how people interact with technology, enabling ...
Erik Steiger discusses the operational pain of legacy PDF generation in regulated banking and manufacturing. He explains how ...
Tom Fenton moves from local AI concepts to hands-on tools for matching LLMs to hardware, running local chatbots with Ollama and benchmarking AI performance.
New benchmarks show semantic code graphs helping coding agents find change locations faster and complete updates more ...
多语言适配是乘法问题。Python 的 opentelemetry-instrumentation-openai 和 Go 的社区封装完全是两个项目、两套维护者、两种成熟度。同一个 Provider 在不同语言生态里的可观测性支持参差不齐。 一个 AI Agent 收到用户提问后,先调 Embedding 把问题向量化,接着向 Pinecone ...
DAG 不是 Agent 编排的答案,它是 Agent 最简单的特例。无环图天生不能循环、反思、重试、恢复。LangGraph 的 StateGraph + Pregel 引擎 = Agent 的操作系统内核:调度、持久化、恢复三个原语 DAG 一个都没有。 1.为什么你的 Agent 跑着跑着就卡住了? 去年我在一个项目里写了这样一个 Agent:让它调研一个 GitHub 仓库,读 READM ...
现有工程与学术研究存在两处明显短板:第一,多数供应链安全研究聚焦 OAuth 令牌防护、第三方供应商准入审计,未结合 CRM 数据泄露后的定向钓鱼衍生威胁开展联动分析;第二,现有钓鱼检测模型未引入客户泄露业务画像特征,无法区分普通泛化钓鱼与高欺骗性定向钓鱼,缺少适配 SaaS 企业客户防护的轻量化检测代码与落地流程。基于上述现实痛点,本文以 LastPass 供应链泄露事件为核心案例,系统拆解定向 ...
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