229 stories
Your agent triaged the alerts, wrote the patch, opened the pull request, updated the docs, and merged. The bug is in production. The migration ran against the wrong table. The customer got the email with the wrong number. All of it is irreversible. And a human owns every bit of it.
QCon San Francisco 2026 will bring together practitioners from Airbnb, OpenAI, Netflix, Honeycomb, and other engineering organizations to share how they are building, operating, and evolving production systems as AI agents take on a larger role. By Artenisa Chatziou
Every coding agent now reads an instructions file. CLAUDE.md, AGENTS.md, .cursorrules, whatever yours is called. Mine is long. It has been long for months, because every time something went wrong I did the obvious thing and wrote a sentence about it. Here is what I eventually noticed.
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 serverless AI inference. By Sergio De Simone
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
Agent Boundary | Defining the Reach of Enterprise AI Authority | R.A.H.S.I. Framework™ An agent cannot edit a customer record directly. It can, however, invoke a workflow that can. The workflow’s permission does not become the agent’s permission—but the agent may still cause the edit.
过去一年，每一次 Agent 系统上线前的合规审计，都要比上一次多花两周准备。不是流程变慢，而是监管表格在变厚，审计要交叉验证的数据点在变多。 1. 现象层：制度供给的「超常提速」 几个关键时间节点值得重看： 2021 年 12 月：国家互联网信息办公室、工业和信息化部、公安部、国家市场监督管理总局联合公布《互联网信息服务算法推荐管理规定》，自 2022 年 3 月 1 日起施行。算法推荐第一次被拉进备案与可解释的框架。 2022 年 11 月：《互联网信息服务深度合成管理规定》公布，自 2023 年 1 月 10 日起施行。深度合成内容标识义务成为硬性要求。 2023 年 7 月 10…
AI development is rapidly moving from chat-based assistants to autonomous agent systems. OpenAI's latest announcements provide a good example of this shift. At DevDay 2026, OpenAI announced more than 20 updates covering models, ChatGPT, Codex, APIs, and developer tools.
Agent Estate Visibility | From Inventory to Governable AI Infrastructure | R.A.H.S.I. Framework™ A spreadsheet lists 1,000 agents. A shared MCP server needs to be disabled. Which agents rely on it, what actions would stop, and who owns the decision? You cannot govern what you cannot enumerate.
Microsoft has made Azure Container Apps Express generally available alongside Container Apps Sandboxes, the microVM compute layer it runs on. Express skips environment provisioning and scales to zero, with subsecond startup from prewarmed pools.
OpenAI DevDay 2026 had one headline: Dots, always-on agents powered by GPT-6 Astra, each running on its own cloud computer with persistent memory and access to 4,000+ app plugins.
A prompt injection defense that works assumes the model will lose. You can't reliably stop an LLM from following instructions hidden in an email or a web page.
Open WebUI is a universal chat interface with connectivity to local or remote LLM providers, custom files, documents, and a knowledge base, with full customization of model capabilities. Application features are configured both personally for a user account and globally by admin users.
13 agentów. Nie zespół, nie dział, nie mikroserwisy z ładnymi nazwami. Rodzina. Każdy ma pokój. Krosno szuka faktów i nie puszcza nic bez źródła. Soczewka pisze i wie, kiedy przestać. Lustro widzi emocje zanim ktokolwiek je nazwie. Waga liczy, Cień planuje, Próba podważa wszystko — łącznie ze mną.
We gave our long-running agent a diary. Every cycle it would write an INNER journal entry — what it observed, what hurt, what it planned to improve. The idea was that reflection would compound into self-improvement. It didn't.
Have you noticed every vendor is now “agentic”? We've been through this before. Remember a decade ago when every product was “cloud”? Some were. Most just tweaked their logo to make it look more "cloud-y".
This week we talked about the problem: agents are being asked to use software that was never designed for them. So here's what we're building. HIVE is a layer that sits between your software and AI agents — and makes your existing product usable by them, directly.
A CrewAI crew writes our daily pharma brief for three cents One daily Pharma brief from a three-agent CrewAI crew costs $0.030 on Claude Haiku 4.5 when the tool hands the model the news API's key sentences: 14,452 prompt tokens, 3,042 completion tokens, 4 LLM calls, 8 stories with 8 real links.
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