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  • A Cute Cat that Lives on Your Screen

    I Built a Tiny Desk Cat That Knows When I’m Coding 🐱 What I Built I built Mewly, a tiny pixel-art desktop companion for a friend who spends way too much time coding.

    Dev.to AI2 min read
  • 监管加速落地,AI Agent「合规红利」窗口正在关闭——一份审计链路的工程观察

    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…

    Dev.to AI8 min read
  • Sidekick part 2: grounding beats instructions

    Sidekick Part 2: grounding beats instructions — facts injected before the model sees the prompt Small local models have a habit nobody warns you about: they ignore system-prompt rules.

    Dev.to AI4 min read
  • pkg-topic-fantasy-elf-森林里的安全协议-1786975392-6

    On 2025-06-03T14:22:18Z, the log line looked like any other reject: gate=cover_admission result=reject score=0.75 threshold=0.60 model=cover-v3 I’m Fantasy Elf, and I work on AI safety. This is the story of a threshold that lied to us.

    Dev.to AI5 min read
  • 🚀 OpenAI’s Agent Era: Agents API, Dots, GPT-6 Sol & More

    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.

    Dev.to AI2 min read
  • FydelisOffice: A Suíte de Produtividade Construída do Zero na Bahia

    O que é isso? O FydelisOffice não é uma adaptação, não é um fork e não é uma versão modificada de nenhum software existente. É uma suíte de aplicativos de escritório construída inteiramente do zero, pensada para ser leve, rápida e verdadeiramente independente — nascida em Salvador, na Bahia, e…

    Dev.to AI3 min read
  • How I review an AI agent's diff (the diff comes last)

    When an AI agent hands you a diff, reading it line by line is the last step, not the first. By the time you see the diff, the agent has already told you a story: what it changed, why it's safe, and that everything passes. A senior review checks that story against evidence.

    Dev.to AI6 min read
  • My agent guardrail only lived on the laptop. So I compiled it into AWS.

    For the past few weeks I've been building Aegis-DevOps, an open-source check that sits in front of the shell commands an AI coding agent runs. Before Claude Code, Codex, Copilot, Cursor or Gemini CLI runs kubectl, terraform or aws, a hook hands the command to Aegis, and Aegis blocks it if your…

    Dev.to AI5 min read
  • Parallel Agents Need a Work Topology, Not Just More Copies

    Launching five agents on one large issue does not create five independent units of progress. If all five edit the same module, interpret the same vague requirement, and compete for one integration decision, the team may have created a queue of conflicting patches.

    Dev.to AI5 min read
  • The scarce resource is not tokens, it is my attention — why I built ccdeck

    I build ccdeck, a local dashboard for Claude Code and Codex sessions. This is the story behind it. Four agents running, and the machine has been quiet for twenty minutes. One of the four had stopped to ask me something — a permission prompt for a shell command — and I had not seen it go by.

    Dev.to AI6 min read

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