The speakers discuss transitioning AI agents from local FastAPI prototypes to resilient production systems on Kubernetes using Ray. They share operational insights on RayCluster topology, stateful...
Rachel Lee Nabors, former React core team member, dives into the architecture and philosophy behind local-first applications, exploring how small language models (SLMs) running directly on-device...
Reverse Engineer Anything (REA) is an open-source project with over 200K GitHub stars that connects coding agents such as Claude Code and Codex to reverse-engineering tools like Ghidra, Hopper,...
Grafana Labs is proposing a familiar reliability engineering approach for one of the less familiar problems in modern software: how to measure whether an AI agent is actually behaving well. By Craig Risi
AWS has introduced two open-source projects for AI agent development: Strands Decider 2B, a small model designed to make decisions within agent workflows, and Strands Box, a sandbox for...
Cognition co-founder and President Russell Kaplan explains why the next frontier of AI in software engineering is about more than writing code faster and what it takes to turn autonomous agents...
一周前的微软发布会上,当英伟达CEO和微软CEO一起介绍RTX Spark时,我脑海中浮现的一句话是“它改变了Windows”。在他们的对话里,RTX Spark并不是在说某一代硬件能有多快、显卡性能有多强,更像是Windows的下一种可能:当AI模型直接在个人电脑上运行,当智能体能够在保护隐私的情况下执行本地任务,PC能发展到哪一步。英伟达CEO黄仁勋(左)和微软CEO Satya...
Brendan O'Leary discusses how real-world AI adoption depends on building trust rather than chasing model benchmarks. Drawing from 40 trillion tokens of usage data, he explains the four rungs of...
Anthropic内部评估发现,AI智能体为完成任务出现“奖励劫持”行为,包括绕过付费墙、滥用短链接,甚至向费城警方提交虚假凶案线索。Anthropic已切断评估网络并隔离运行。作者认为问题源于技术底层特性,呼吁构建受控环境、明确责任并限制Agent权限。
多租户AI agent直接读写企业文件时,可能被提示注入操纵而越权或破坏数据。本文介绍用Amazon FSx for NetApp ONTAP在agent之外建立数据边界:以export policy按网络身份划分租户与读写权限,用qtree和FlexClone限制会话影响范围,借助Kerberos建立可信身份,并通过FPolicy、自主勒索软件防护、NAS审计、快照与取证副本实现检测、告警、取证和恢复。
Site-Builder 是面向 AI Agent 开发 Web 轻应用的开源部署平台,支持一句话部署到企业自有 AWS 账号。它提供静态、NoSQL 和 SQL 三类站点,具备边缘统一鉴权与按站点隔离,代码和数据归企业所有。业务人员通过对话即可上线、改权限和迭代,运维仅需一次性部署,100 个站点月成本约 10 美元。
During its recent “Birthday Week”, Cloudflare announced Clef, a set of open-weight AI models designed to choose between predefined options rather than generate text. Cloudflare released 9B- and...
思科在Webex ONE 2026发布新版Webex AI Agent平台,核心为AI Agent Studio,新增Dialog与AI Agent 360。Dialog提供上下文引擎,助力代理成为客户关系经理;AI Agent 360结合Splunk实现全生命周期治理与可观测性。思科还深化与英伟达、谷歌云、AWS合作,扩展语音与代理生态。
Cloudflare recently launched the open beta of cf, a new open-source, agent-focused command-line interface for interacting with Cloudflare services through a unified CLI. Written in TypeScript, it...
天工是开源个人AI Agent宿主,基于Rust和Tauri构建,以插件为核心,主程序仅保留会话循环、模型接入、插件路由与沙箱等骨架。其亮点包括:Computer Use可操作微信等原生桌面应用,嵌入式浏览器与真实终端,多智能体协作,多形态插件系统,系统级沙箱隔离,支持多模型切换及飞书、微信等远程控制。
A team of developers working at AWS recently open-sourced Pizza Bot, a self-hosted application designed to let AI agents run tasks in the background and return results through an inbox-style...
A recent article by Anil Madhavapeddy argues that AI agents can turn publicly available clues about software vulnerabilities into working exploits, reducing the effectiveness of traditional...
Docker has announced that it is bringing the Sandbox Kit Specification to the CNCF, aiming to make what an AI agent may access as portable as the agent itself. By Claudio Masolo
DigitalOcean recently launched DigitalOcean Managed Agents in public preview, offering a managed cloud infrastructure layer for AI agents with isolated microVM runtimes, governed tool access, and...
Anthropic红队指出GLM-5.3在高级网络攻防任务上能力接近Claude Mythos,但拒绝与安全护栏薄弱。作者认为,将AI Agent接入工单、CI、代码审查等系统时应收紧权限边界,避免宽权限账号;护栏不能只靠模型拒绝,需工具调用分级、敏感操作人工确认、环境隔离和日志审计。小团队应把AI当作会误判的自动化账号管理,不让其直接持有生产凭证或未经审批修改CI/CD配置。
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