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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...

Article: From Microservices to Agents: the Next Evolution of Distributed Systems

InfoQ InfoQ · 2026-10-19T11:00:00Z

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....

Google EnvHarness Enables Self-Evolving Agents to Learn in Dynamics Environments

InfoQ InfoQ · 2026-10-16T19:00:00Z

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...

Chainguard Launches Secure Workspaces and Checks for AI Coding Agents

InfoQ InfoQ · 2026-10-16T09:00:00Z

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.

Stack Overflow for Agents triples signups with ChatGPT plugin

OpenAI OpenAI · 2026-10-16T00:00:00Z
构建一台能在毫秒级暂停与恢复的计算机:Managed Agents 背后的 MicroVM 架构内幕

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。

构建一台能在毫秒级暂停与恢复的计算机:Managed Agents 背后的 MicroVM 架构内幕

The DigitalOcean Blog The DigitalOcean Blog · 2026-10-15T16:29:58Z

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.

How Third Moment Research runs 10,000 agents for 36+ hours

OpenAI OpenAI · 2026-10-14T07:00:00Z
Managed Agents 中 Action Gateway 的内部机制

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。

Managed Agents 中 Action Gateway 的内部机制

The DigitalOcean Blog The DigitalOcean Blog · 2026-10-13T17:26:28Z

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...

Production Patterns for Agents, Evals, and LLM Costs: QCon AI New York 2026

InfoQ InfoQ · 2026-10-13T12:00:00Z

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...

GitLab 19.4 Adds Goal-Driven Agents and Tighter Cost Controls

InfoQ InfoQ · 2026-10-12T09:00:00Z

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...

Foresight AI Brings Gremlin Agents to Reliability Engineering

InfoQ InfoQ · 2026-10-11T09:00:00Z
推出 Warm Agents:一款 TeamCity 插件

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。

推出 Warm Agents:一款 TeamCity 插件

The JetBrains Blog The JetBrains Blog · 2026-10-07T14:23:08Z
如何选择首批 Genie Agents 以实现最大影响力

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。

如何选择首批 Genie Agents 以实现最大影响力

Databricks Databricks · 2026-10-02T16:15:00Z

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...

DigitalOcean Managed Agents Brings Managed Cloud Infrastructure to AI Agents

InfoQ InfoQ · 2026-10-02T09:00:00Z

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

OpenClaw v2026.9.7:新增Agents API和重启任务恢复功能

极道 极道 · 2026-09-30T21:45:00Z

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...

Agents Refactor 300K Lines in Three Weeks, and Practitioners Ask What It Proves

InfoQ InfoQ · 2026-09-30T06:16:00Z

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...

Article: Five Ways To Use AI Coding Agents to Improve Your Software Architecture

InfoQ InfoQ · 2026-09-28T11:00:00Z
从数据到对话:S&P Global Energy 如何借助 Databricks Genie Agents 和 MCP 让其结构化数据资产实现对话化

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。

从数据到对话:S&P Global Energy 如何借助 Databricks Genie Agents 和 MCP 让其结构化数据资产实现对话化

Databricks Databricks · 2026-09-25T16:00:00Z

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...

Presentation: APIs for Agents: Rethinking API Programs in the MCP Era

InfoQ InfoQ · 2026-09-23T11:00:00Z
推出 DigitalOcean Managed Agents:一个 AI 原生技术栈,为你的智能提供动力

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。

推出 DigitalOcean Managed Agents:一个 AI 原生技术栈,为你的智能提供动力

The DigitalOcean Blog The DigitalOcean Blog · 2026-09-22T15:01:34Z

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...

Repeated VM Escapes By GPT-5.6-Cyber Based Agents Prove VMs and OS' Require Better Maintenance

InfoQ InfoQ · 2026-09-17T07:07:00Z
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