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  • Por que o filtro de spam do seu Mac ainda deixa o ruído passar

    Se você está procurando um filtro de spam para o e-mail no seu Mac, é quase certo que já tem um. O Apple Mail tem um filtro de lixo eletrônico embutido, e o seu provedor de e-mail aplica o dele antes de a mensagem chegar ao seu computador.

    Dev.to AI6 min read
  • Mac のメール用スパムフィルタがノイズを通してしまう理由

    Mac でメールのスパムフィルタを探しているなら、ほぼ間違いなく、すでにひとつ持っています。Apple のメールには迷惑メールフィルタが組み込まれていて、メールプロバイダもメッセージがあなたのマシンに届く前に独自のフィルタをかけています。それでも、リクルーターからの勧誘、営業ツールから届く3通目の「念のためご連絡です」、登録した覚えのないニュースレターは、相変わらず受信箱に居座っています。 私が Premail…

    Dev.to AI7 min read
  • Pourquoi le filtre anti-spam de votre Mac laisse encore passer le bruit

    Si vous cherchez un filtre anti-spam pour vos e-mails sur Mac, vous en avez presque sûrement déjà un. Apple Mail intègre un filtre de courrier indésirable, et votre fournisseur de messagerie applique le sien avant même que le message n’atteigne votre machine.

    Dev.to AI6 min read
  • When a Code Change Happens, Do We Really Need to Run Every Test?

    When a small change is made to an application, one thing usually follows: Run the regression suite. It makes sense. We want to make sure the change didn't break anything somewhere else. But recently I started thinking about something: Do we really need to run every test after every code change?

    Dev.to AI2 min read
  • 为什么你 Mac 上的垃圾邮件过滤器仍然挡不住噪音

    如果你在为 Mac 上的邮件找一个垃圾邮件过滤器,你几乎肯定已经有一个了。Apple 的“邮件”App 内置垃圾邮件过滤,你的邮件服务商也会在邮件到达你的电脑之前先过滤一遍。可招聘者的邀约、销售工具发来的第三封「跟进一下」,以及你从没订阅过的新闻通讯,依然躺在你的收件箱里。 我正是因为这个缺口才做了 Premail 这款产品。这不是一篇设置指南,而是我的论证:为什么你现有的过滤器会漏掉这类邮件,以及为什么我认为解决办法应该放在你自己的电脑上,而不是别人的服务器上。 Apple“邮件”的垃圾邮件过滤器到底做了什么? 比大家以为的要多。Apple…

    Dev.to AI4 min read
  • The Software Engineer's Guide to Relocating Abroad in 2026 (With Visa Sponsorship)

    DIf you're a developer dreaming of working abroad in the UK, USA, Canada, or Australia, you’ve probably hit this wall: You spend 3 hours going through a coding challenge, ace the recruiter screen, and then hear: "Sorry, we only consider candidates who already have full right to work without…

    Dev.to AI3 min read
  • Por qué el filtro de spam de tu Mac sigue dejando pasar el ruido

    Si buscas un filtro de spam para el correo en tu Mac, lo más probable es que ya tengas uno. Apple Mail trae un filtro de correo no deseado integrado, y tu proveedor de correo aplica el suyo antes de que el mensaje llegue a tu equipo.

    Dev.to AI6 min read
  • git worktree quietly poisoned my AI fleet (and Syncthing helped)

    Every component worked to spec. The system broke anyway. I run a fleet of AI agents at home: several machines, a shared knowledge base in Obsidian, Syncthing keeping it all in one shape. Last week the fleet started getting dumber.

    Dev.to AI4 min read
  • What if AI had been imagined back in 1984?

    What if AI had been designed with the simplicity of the original Macintosh? That question became STANISLAS — The M.A.I.CINTOSH. AI has become incredibly powerful.

    Dev.to AI2 min read
  • Build a Security Questionnaire App With ToolJet MCP

    Introduction Every enterprise deal brings a long security questionnaire, and most security and sales engineering teams still answer it from scratch. This tutorial shows how to build a security questionnaire app with ToolJet MCP for a B2B software company in Dublin.

    Dev.to AI9 min read
  • A callback-first recovery pattern for AI video jobs on Vercel

    An AI video job should keep running when the user closes the tab. That makes the browser a useful progress display, but a poor owner of the job lifecycle. In H3 Max, the video tool I operate, we use a callback-first flow with a delayed recovery check.

    Dev.to AI2 min read
  • the senior developer who can't get hired

    I had lunch with a friend last week who has been writing software professionally for eleven years. Staff-level at his last two companies. Has shipped systems that handle millions of requests a day. Can read an unfamiliar codebase and know where the bodies are buried within an afternoon.

    Dev.to AI7 min read
  • AWS AIF-C01: Bias, Variance & the AWS Tools That Detect Them

    A model can perform well overall and still fail badly for a particular group. That is the central idea behind bias and variance questions on the AWS Certified AI Practitioner exam: training-versus-unseen performance reveals underfitting or overfitting, while differences between demographic groups…

    Dev.to AI9 min read
  • AI Workflow Automation for Government: Secure, Auditable Case Management

    The most dangerous government AI strategy in 2026 is also the most fashionable: treating autonomy as the goal. In April 2026, GAO reported that federal agencies more than doubled AI use from 2023 to 2024, even as acquisition teams still faced gaps in technical expertise and cost visibility.

    Dev.to AI8 min read

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