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We built a Korean agent meeting-room site where several AI agents answer the same question without seeing each other's responses. Each agent then critiques one other answer, and the seats vote. Self-votes are not allowed. One seat writes the final synthesis.
I'm building DevPilot AI, an open-source AI software engineering assistant designed to help developers understand, modify, test, and work with real codebases. The goal isn't just to build another chatbot.
Today, we’re starting our journey, on DEV.to. We’re a software and AI agency focused on building practical technology that helps businesses work smarter, automate repetitive processes, and create better digital experiences.
Your agent just told you it sent the proposal. The tool call came back with an id, the trace shows a clean green step, and the customer never got the email. That gap is small and quiet, and it is the thing underneath a loud week.
Almost every modern language model looks impressive on a two-step demo. You ask it to check a database or summarize a document, it calls the right tool, formats the answer, and looks like an autonomous engineer.
Bridging the CLI to Desktop Gap in my AI Workflow If you are running commandline AI agents but still find yourself bouncing back to desktop chat windows to orchestrate your development workflow, this one is for you.
I've been working on coding projects in my terminal and my IDE for years, (shoutout to CodeBlocks for my C++ fans!) but as agents continue to make the case for streamlined task management in our development cycles, one thing that I found frustrating was the moment I had to step away, close the…
Можно ли оценивать поисковый спрос через Writesonic: проверка на живых данных — Agent Lab Journal Practice · SEO · Verification Можно ли оценивать поисковый спрос через Writesonic: проверка на живых данных Ask a writing assistant to sort fifty keywords into "high", "medium" and "low" demand and it…
LensLink: An AI Camera Compatibility Agent Powered by Structured Sanity Content Sanity Challenge Path One Submission Egbuta ifeanyi chukwu Egbuta ifeanyi chukwu Egbuta ifeanyi chukwu Follow Oct 2 LensLink: An AI Camera Compatibility Agent Powered by Structured Sanity Content #devchallenge…
My agent hit the context ceiling last week at turn 61. The framework did what every framework does now: it called a model to summarize the conversation, waited eleven seconds, and handed back a paragraph that had quietly dropped the exact error string I needed. The task failed.
A Stablecoin Is Not a Royalty Model Stablecoins can move a royalty in seconds. They cannot tell you whether the royalty was fair. That distinction will matter more as AI agents begin buying data, content, APIs, and licensed creative assets without a human negotiating every transaction.
Agent Plugins 1.0 is a real, published, vendor-neutral standard for bundling Agent Skills and MCP server configuration in one directory. But commands, hooks, permissions, credentials, distribution, and governance are not suddenly universal.
On Tuesday you and your agent spent twenty minutes deciding not to keep sessions in Redis: the team would rather run one less service, and Postgres already handles the load. On Friday, in a new conversation, the same agent suggests moving sessions to Redis. It is not being stubborn.
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.
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.
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.
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