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
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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 readA 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 readthe 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 readAWS 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 readAI 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 readNavratri 2026: Preparing Your Home for the Festive Season | LocalLoox
Navratri is one of the most celebrated festivals in Gujarat. From Garba nights and Dandiya to family gatherings and festive decorations, the nine nights bring homes to life.
Dev.to AI3 min readHow to Launch a Binance Clone Script in the USA? Licensing, Features & Development Cost
Launching a cryptocurrency exchange in the USA involves two major areas: technology and regulation. A Binance clone script can provide the technical foundation for trading, wallets, order management, APIs, and administration.
Dev.to AI7 min readMy 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 readAI Governance in 2026: Origins, Real-World Applications, and Enterprise Case Studies
Artificial intelligence is moving from experimental projects into core business processes such as recruitment, lending, healthcare, customer service, fraud detection, software development, and decision support.
Dev.to AI8 min readHire 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 readYou 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 readAgent Estate Visibility | From Inventory to Governable AI Infrastructure | R.A.H.S.I. Framework™
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.
Dev.to AI2 min readAI 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 readI 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 readI 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 readI Tried HowToLiveBetter — Here's What You Need to Know
The Problem 高性价比人生指南: 长寿防病、急救、省钱理财、法律红线、失业与工伤、医保社保、恋爱婚育、怀孕育儿、创业与做平台合规、出国 What is HowToLiveBetter? HowToLiveBetter is a new open-source project with 32588 stars. Why This Matters 1.
Dev.to AI2 min readMLOps Best Practices 2026
MLOps Best Practices 2026 This article explores key concepts and practical implementations. Overview Detailed content coming soon. Published by Engr. Hamza, AI & MLOps Engineer
Dev.to AI1 min read
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