为什么必须有记忆？因为 LLM 的底层架构决定了它是一个纯函数（pure function）——每次 API 调用都是独立的，模型不"记得"上一句说了什么。它能"接着聊"，纯粹是因为你把历史又喂了一遍。 大模型天生"失忆"——每次调用都从零开始。Agent Memory 就是给这个健忘的 ...

当大语言模型从对话交互迈向智能体应用，搜索技术正经历前所未有的范式转变。传统搜索引擎巨头已悄然调整结果展示逻辑，AI生成的摘要内容取代网页链接占据首屏位置，这种变化背后折射出技术架构的深层迭代——搜索服务的主要对象正从人类用户转向 ...

Google DeepMind has introduced Gemma 4 12B, a new open-weight multimodal model designed to bring agentic intelligence ...

如果你正在用 Cursor / Claude Code 做相关Skill技能, 这类流水线更新优化迭代的，这篇文章给你一套能直接落地的升级方法。 前言 你是不是也遇到过感觉Skill 越改越乱，出现以下这种情况： Skill 用久了，越改越长，模型反而更容易漏读 遇到问题就记笔记，改完 Skill ...

The careful selection of energy-efficient components like voltage regulators plays a vital role in reducing energy use of a ...

Could These 3 New-to-Market Quantum Computing Firms Threaten D-Wave? Horizon Quantum Computing Pte. (NASDAQ:HQ) is ...

GitHub is just the latest victim of TeamPCP, a gang that has carried out a spree of software supply chain attacks that has impacted hundreds of organizations.

Four supply-chain attacks hit OpenAI, Anthropic, and Meta in 50 days — none inside the model. A 7-row matrix maps what AI vendor questionnaires are missing.

Four research teams found the same confused deputy failure in Claude across three surfaces in 48 hours. This audit matrix maps every blind spot and fix.

“I built Newslog. It bundles your newsletters, RSS feeds, and articles into a single daily digest with an index and summaries ...

AI thrives on data but feeding it the right data is harder than it seems. As enterprises scale their AI initiatives, they face the challenge of managing diverse data pipelines, ensuring proximity to ...

Learning Python can feel like a big task, especially when you’re just starting out. But honestly, the best way to get a handle on it is to just start writing code. We’ve put together some practical ...