Multi‑Token Prediction MTP Gotchas – Why You Might Not See a Speed‑up _Last week I spent two days banging my head against a wall. I had just built a fresh llam...
Install Hexabot CLI and Create Your First AI Workflow Project Getting started with a new automation platform should not take hours. In this tutorial you’ll lea...
The Problem: AI Analytics Without Context Your team builds an AI agent that connects to your data warehouse. A product manager asks, “What was revenue last qua...
Gemma 4 is a family of locally‑runnable models, offering developers a way to run AI where they build instead of where they rent. It includes edge‑optimized mode...
Background A couple of years ago we built our own incident management system instead of buying one. We evaluated tools like PagerDuty, Incident.io, FireHydrant...
If you have built an AI Agent or a Retrieval‑Augmented Generation RAG pipeline in the last year, you’ve almost certainly run into the same problem: hallucinatio...
Some agents can even schedule or send campaigns automatically, but most outbound agents still lack one crucial check before sending: Will the email land in the...
Prerequisites - Linux server Ubuntu 22.04+ or RHEL 9+ recommended - Docker for containerised deployment or kubectl for Kubernetes - Domain names with DNS acces...
When I started building UtilVox, the obvious approach was server‑side processing: upload a file, process it on a server, and return the result. Every major tool...
AI‑Assisted Code Generation vs. Code Review AI coding assistants have made generation cheap. They haven’t made review cheap. The result is a compounding bottle...
markdown !Theo Valmishttps://media2.dev.to/dynamic/image/width=50,height=50,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fu...
CodeRabbit helps review AI‑generated code. Mneme helps govern what the AI generates in the first place. These are not competing tools; they are different layers...
Why AI Testing Matters Now Traditional testing alone is starting to struggle as modern applications evolve constantly. Fixed selectors and predictable behavior...
Introduction Building and deploying MCP Model‑Controlled Platform servers can start out feeling straightforward: - Expose tools - Connect an agent - Call funct...
Background An anonymous reader quotes a report from the New York Times: The World Health Organization declaredhttps://www.who.int/news/item/17-05-2026-epidemic...
Overview John Lennon's last interview—recorded just hours before he was shot on December 8, 1980—has been turned into a documentary directed by Steven Soderber...
The Problem A few days ago my Windows PC had around 57 GB free space. Suddenly it dropped to: - 4 GB free - then 2 GB free I hadn’t installed any new software....
AI‑Powered “Vibe Coding” vs. Real‑World Engineering In some quarters, there’s a sense that AI has democratized software creation to the point where deep engine...
Most founders do user interviews wrong It’s not the interview itself—it’s the analysis afterward. Founders finish a 45‑minute call, feel great about it, jot do...
The Problem Every time you hear about a major breach, the headline is the same: “Millions of passwords exposed.” Attackers get in, dump the database, and walk...
Problem Have you ever wondered where all the tools for AI agents actually are? New MCP servers are being built every day—tools that let AI agents interact with...
!Cover image for LearnCurator - I built a YouTube tutorial search engine that filters videos, ranks by AI‑analysed commentshttps://media2.dev.to/dynamic/image/w...
Hackathons, AI‑Native Development, and MeDo Hackathons usually force developers into a familiar trade‑off: either spend most of the time wiring infrastructure...
Why I Use AI Cautiously I haven't blindly jumped on the AI hype train, but I'm no hater either. AI is here to stay, so I've tried using it to offload tasks whi...
!pichttps://media2.dev.to/dynamic/image/width=256,height=,fit=scale-down,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farti...
Overview I’ve been working on a small unofficial fan‑made web tool called Poke Chat Calc. The idea is to let users ask Pokémon battle questions in natural lang...
Announcement Today Linus Torvalds announced another Linux release candidate on the kernel mailing list. He also highlighted “documentation updates” to address...
But for engineers, product designers, and testing labs, waterproofing is not that simple. A device may survive light rain but fail under water jets. That is why...
Induction into the National Recording Registry America's Library of Congress announced that it is preserving “a little piece of Hell” by inducting the soundtra...
Why I Don’t Give Claude SSH Access to My Home Server A few weeks ago I wrote about why I don’t want to give Claude SSH access to my home server. It’s not that...
!Cover image for GemmaChallenge: Build a Socratic Study Buddy with Gemma 4https://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,forma...
Introduction I’m an indie app builder and vibe coder. I’ve shipped over 30 small‑business apps— invoicing, inventory, packing slips, tax tracking— and now an o...
DNS Leaks Even When the VPN Is Up – Why It Happens & How to Fix It Last month I was setting up a hardened dev environment for a client doing security research....
The Landscape of AI The landscape of AI has shifted from “bigger is better” to “smarter is better.” We are entering the era of intelligence‑per‑parameter—a met...
A Real‑World Indirect Prompt Injection on LinkedIn A LinkedIn user recently demonstrated something that should concern every team running an AI pipeline agains...
TL;DR Virtual PLCs decouple control logic from dedicated hardware, running S7‑1500 workloads — including safety — on industrial PCs and standard server iron. I...
Docker for Developers: The Only Guide You Actually Need 2026 > Stop memorizing Docker commands. Understand how it works once, and you'll never be confused agai...
Understanding Stress We've all been there—the moment when your heart starts racing, your palms get sweaty, and your mind begins spiraling. Whether it's a diffi...
'Agentic AI in DevOps: Useful Only After You Add Guardrails
Former Google CEO Eric Schmidt was booed multiple times while discussing AI during a commencement speech at the University of Arizona, according to NBC Newshttp...
Hook You spend six weeks building an AI agent that automates invoice processing for small businesses. You launch. Crickets. You posted in three Discord servers,...
I built Dusk Office for myself. No seriously — I was the only user. Ever. It was just my personal theme that I used every single day while working on my project...
I’m excited to share that I’ve been selected as an NVIDIA Developer Champion. Over the past few years, a large part of my work has revolved around developers, A...
Last week I flew from Seattle to San Francisco for the OpenAI GPT-5.5 Event and had a great experience meeting people working across AI infrastructure, research...
Next.js + Strapi is one of the best stacks for content-driven sites in 2026. Server Components, ISR, app router, and Strapi v5's clean REST API just click toget...
!Darren McLeodhttps://media2.dev.to/dynamic/image/width=50,height=50,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%...
If you are building an app for real estate, city planning, or environmental compliance, you already know the headache of zoning laws and environmental checks. O...
We just shipped A3M Router v2.0.0 — the biggest update since launch. What started as a simple routing library is now a full AI Gateway. npx a3m-router serve Tha...
