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  • 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
  • How the BOT Model Is Powering the GCC Boom in 2026

    India is in the middle of a Global Capability Center surge, and the Build Operate Transfer (BOT) model is one of the quiet engines behind it. The headline numbers get the attention: thousands of GCCs, a sector worth tens of billions, millions of professionals.

    Dev.to AI6 min read
  • My Journey into Open-Source AI for Hacktoberfest 2026!

    Hi everyone! 👋 I am officially participating in Hacktoberfest 2026! This year, the event focuses heavily on open-source software and open-weight AI models, which is a perfect opportunity for beginners like me to get started.

    Dev.to AI1 min read
  • Hire a Rive Animator for Your AI Companion, AI Robot or AI Toy

    Hire a Rive Animator for Your AI Companion, AI Robot or AI Toy Are you building an AI companion, AI robot, AI toy, desktop AI companion, voice assistant, educational robot or smart device with a screen? Your AI may already be able to listen, think and speak.

    Dev.to AI8 min read
  • You hit submit. Then… nothing.

    There’s a beat nobody puts in the launch checklist. You finish the weekend MVP. You find a place that will take a listing without a calendar slot. You paste the URL, write two sentences, hit submit. Then the tab goes quiet. No upvotes. No “congrats!” thread.

    Dev.to AI2 min read
  • Why Digital Marketing Matters for Small Businesses

    Having a strong online presence can help small businesses reach more customers, build trust, and compete in a crowded market. A good digital marketing strategy can include: SEO to improve search visibility Content marketing to educate and attract audiences Social media marketing to build engagement…

    Dev.to AI1 min read
  • AI Accountability Policy Draft Prompt Shipped

    Today, QuackBuilds is releasing the AI Accountability Policy Draft Prompt. This prompt is a tool for organizations that need to establish or refine their internal policies regarding AI use and development. The prompt is designed to help generate a policy section that clearly defines accountability.

    Dev.to AI1 min read
  • Automate Google Maps SEO for Local Businesses – Dev Guide

    Local businesses often struggle to appear in Google Maps results, losing customers to competitors who rank higher; developers can solve this by building or adopting an AI-powered platform that automates local SEO, keeps listings accurate, and drives growth.

    Dev.to AI4 min read
  • I Tested dsh-desktop — Here's What You Need to Know

    The News 为 DeepSeek Harness (DSH) 插件生态打造的现代化桌面端解决方案。万物皆「插件」,桌面本身也是「插件 What is dsh-desktop? dsh-desktop is a new open-source project with 29688 stars. Why This Matters 1. Open Source Free to use — no API costs Self-hosted — run on your own infrastructure Privacy-focused — your data stays local 2.

    Dev.to AI2 min read
  • I Tried dsh-desktop — Here's What You Need to Know

    The Problem 为 DeepSeek Harness (DSH) 插件生态打造的现代化桌面端解决方案。万物皆「插件」,桌面本身也是「插件 What is dsh-desktop? dsh-desktop is a new open-source project with 29688 stars. Why This Matters 1. Open Source Free to use — no API costs Self-hosted — run on your own infrastructure Privacy-focused — your data stays local 2.

    Dev.to AI2 min read

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