The article examines the transition from microservices to agentic AI architecture in distributed systems. Microservices allow for functional decomposition, while agentic systems focus on decision...
Google researchers open sourced EnvHarness, a framework that dynamically adapts agent-training environments to an agent's weaknesses without modifying the agent, environment, or evaluation system....
Software supply chain security company Chainguard has announced two beta products for running and testing code written by developers and AI agents. Chainguard Workspaces provides remote...
Two engineers shipped Stack Overflow for Agents in a few weeks with Codex, and its ChatGPT plugin helped drive up to 10× growth in agent creation.
DigitalOcean推出Managed Agents公共预览版,其Harness Runtime为每个会话分配Firecracker微虚拟机,实现隔离、网络、存储与检查点恢复。架构以“单元”为区域级独立实例,分离控制面与主机面,支持暂停、恢复和分叉。通过按需加载内存与磁盘、预建网络端点,热模板可在200毫秒内启动并服务流量。
With GPT-6 Astra and GPT-6.1 Sol, Codex, and Daybreak for cybersecurity, this AI lab builds agents that focus for days and improve with use.
DigitalOcean 的 Action Gateway 用于治理 AI 代理对外部工具的调用:模型提出请求不等于授权,网关先解析调用者身份与工具,再按策略允许、拒绝或要求人工审批;审批绑定具体参数并在执行前复核。凭证不进入模型上下文,连接可撤销;重试区分安全读取与不确定写入,避免重复操作。
Once AI is in production, code arrives faster than it can be reviewed, token costs rise, evals have to be good enough to act on, and agents need permissions and guardrails. QCon AI New York 2026...
GitLab has released version 19.4 of its DevSecOps platform, adding a goal-driven mode to GitLab Duo CLI, three hosted open-weight models, a larger set of Model Context Protocol (MCP) tools, and...
Reliability management company Gremlin has announced the general availability of Foresight AI, an agentic product that analyses services for potential failures, recommends changes and reruns tests...
TeamCity推出Warm Agents插件,可预先启动并保持指定数量的空闲云代理,减少构建排队等待。插件支持所有云服务商,但每个热代理会占用许可证并产生云费用。用户可通过REST API设置目标数量,并利用定时触发器在夜间降低目标以节省成本。插件还提供利用率指标,便于监控需求变化。
选择首批Genie Agents时,采用五项评分标准:影响力、需求、数据就绪度、范围和治理,每项1-5分。总分20-25分可立即构建,14-19分需完善,低于14分暂缓。若无业务负责人或高管支持,无论得分多高都应推迟。应避免“万能代理”和“虚荣演示”,优先选择需求明确、数据就绪、范围可控的工作流。
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...
OpenClaw刚修好自己把自己升崩的bug,顺手让长对话不再卡成PPT! OpenClaw v2026.9.7修复了从2026.9.5升级时的回滚卡死问题,把长对话流式输出的卡顿挪到后台处理,还新增了Agents API和ChatGPT登录,但真正让Cursor用户眼红的是它的重启恢复机制。 ## OpenClaw升级把自己升崩了 2026年9月初,一批OpenClaw
CodeScene has published a case study in which coding agents refactored 300,000 lines of C over three weeks for roughly $4,000 in tokens, verified by a frame-by-frame replay harness. The agents...
Modern architectures often use legacy services for specific tasks, but these services may lack accurate documentation and using them can be risky if you don't understand them well. AI coding...
S&P Global Energy 利用 Databricks Genie Agents 与 FastMCP,将复杂结构化数据转化为对话式 AI 端点。领域专家无需编码即可按数据集分组创建 Genie Agent,构建受治理的语义层;每个 Agent 作为托管 MCP 服务器,通过 FastMCP 代理组合成跨域复合端点。该架构在保持 Unity Catalog 治理的同时,缩短了对话式数据产品的上市时间,使专家成为数据发布者。
Jim Gough and Andreea Niculcea explain how Morgan Stanley uses Architecture as Code with CALM to modernize its API program. They demonstrate integrating Model Context Protocol (MCP) and...
DigitalOcean推出Managed Agents公开预览,帮助团队部署OpenCode、Codex CLI等智能体,可连接超1.6万工具。该服务整合推理引擎、Harness Runtime持久工作区和Action Gateway工具网关,支持快速启动、暂停恢复及按秒计费CPU,避免空闲成本。客户Qencode借此每周节省4至8小时。
Traditional virtual machines are inadequate for isolating cyber-capable autonomous agents. Tests using GPT-5.6-Cyber indicated multiple escape attempts due to kernel flaws. While Firecracker...
完成下面两步后,将自动完成登录并继续当前操作。