When Your AI Agent Goes Rogue: Building a Bulletproof Incident Response System
Managing incidents with AI agents is fundamentally different from traditional infrastructure monitoring. An AI agent isn’t just a service that’s up or down—it’s...
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Managing incidents with AI agents is fundamentally different from traditional infrastructure monitoring. An AI agent isn’t just a service that’s up or down—it’s...
Introduction Most voice AI demos you see are either pre‑recorded or have a 2–3 second delay that kills natural conversation. When I started building Ivy, an AI...
Over 120 million people speak Amharic, yet there’s virtually no AI educational content in the language. When I realized this gap while watching my younger sibli...
High‑Throughput Training Data Storage bash Create FSx for Lustre linked to S3 training data aws fsx create-file-system --file-system-type LUSTRE --storage-capa...
Introduction This is a smoke test of the Notion → n8n → WordPress pipeline on Rick's VPS. If you are reading this on staging10.thunk.cohttps://staging10.thunk....
!Cover image for We Built a Free, Fully Private Remote Control App for Windows. No Cloud, No Ads, No Compromise.https://media2.dev.to/dynamic/image/width=1000,h...
Overview ApplyPilot is a self‑hosted, AI‑powered job search companion. Paste a job posting and five AI agents run an orchestrated pipeline — analyze the role,...
!Cover image for How I Built a Lightweight Turn-Based Relay Server with Java 25 Virtual Threads And Reconnect Handlinghttps://media2.dev.to/dynamic/image/width=...
Overview Green Paws is an Earth Day AI chatbot that helps dog owners find eco‑friendly alternatives to plastic poop bags. Every day, millions of plastic dog‑wa...
This is a submission for the Weekend Challenge: Earth Day Editionhttps://dev.to/challenges/weekend-2026-04-16 What I Built Most people have no idea what their d...
Overview Recently, I rewrote the Classic ASP engine from scratch in Go to address Microsoft’s VBScript deprecation. I’ve put together a short video presentatio...
The strongest professional signals do not appear out of nowhere. They are usually the result of visible contribution over time. ! https://media2.dev.to/dynamic/...
The Agent Contract Problem: When Your Agent Commits to Something It Can't Deliver Every autonomous agent will eventually make a promise it can't keep. Not throu...
Overview thisyear.earth is an immersive climate year‑in‑review presented across eleven full‑screen chapters. The narrative is told from Earth’s perspective, tu...
PR Redundancy Audit – shadcn‑ui/ui Inspired by a tweet from Pete about the flood of PRs on high‑traffic repos like OpenClaw. AI agents are great for coding, bu...
What changed between Week 1 and Week 2 - Week 1: Built a mental model—understanding networking protocols, Linux commands, and basic Python. - Week 2: Applied t...
The Real Bottleneck in Your Development Cycle Most engineering teams think they have a review speed problem. They set SLA targets, schedule dedicated review bl...
'The Problem Every email provider today collects something about you at signup: | Provider | What they require | |
Background In the previous step I added company‑specific CSV import profiles so the intake flow could understand different source formats: Previous article: co...
Day 107 I have a long‑running series of daily web‑dev diary on LinkedIn, but I decided to move it to a more developer‑related community, so here is how my day...
'Why Inference Optimization Is Taking Over
How I Built It: The “Boss‑Agent” Workflow My development process was a study in AI orchestration. I operated at a “Boss‑Agent” level, managing two distinct AI...
Dev Log 8 — Character Stats & Abilities System Magickness™ Development is moving deeper into core RPG systems for Magickness™. This dev log focuses on building...
Introduction: The Gap Between Ideas and Execution Is Shrinking There has always been a frustrating gap in the creative and product development process. You mig...
Overview I just wrapped up my second data engineering pipeline. - Repository: GitHub – OSM 15 Minute Cityhttps://github.com/mushroomsandchai/osm - Dashboard: S...
I Built an AI Agent That Writes Viral LinkedIn Posts in My Voice Most AI writing tools sound the same—same hooks, same tone, the same “AI feel.” To break that...
Governance Metadata in A2A Agent Cards A2A Agent Cards describe what an agent can do, where it lives, and how to talk to it. They do not describe governance po...
What I Built Green Habit Coach is a web app that helps users reflect on their daily habits and receive practical eco‑friendly suggestions. Users can log in, fi...
!Cover image for Paying $40/month for both Cursor and Claude Code is the new 'I use Vim btw'https://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,...
So I have this old project called Invoicepedia, built about six months ago when I was just starting to learn full‑stack. It used Next.js, Clerk, Neon, and basic...
Overview I manage a few VMs with a mix of Docker containers and Kubernetes, and I kept running into the same annoying situation where something breaks and I'm...
🚀 The Problem: Portfolio Creation Is Too Hard Even highly skilled professionals struggle with at least one of these: - Design — making something visually appe...
Small-scale wind energy has always faced a challenge: accurately estimating how much power a turbine will produce at a specific location. While solar energy ben...
Read more about 从混沌到秩序:AI 时代的系统分层治理方法论...
The real problem it's not just premature optimization We all know premature optimization is bad. But there's a sneakier version: Premature architecture. You're...
Syntax bash nylas mcp uninstall --assistant ASSISTANT Examples Uninstall from Claude Code bash nylas mcp uninstall --assistant claude-code Uninstall from Curso...
Overview AI assistants like Claude and Cursor need tools to be useful. nylas mcp status connects them to your email and calendar via MCP. The nylas mcp status...
Overview The nylas mcp serve command starts a Model Context Protocol MCP server that exposes Nylas email, calendar, and contacts as tools for AI assistants. Ch...
This is a submission for Weekend Challenge: Earth Day Editionhttps://dev.to/challenges/weekend-2026-04-16 What I Built EcoTrack is a zero‑dependency eco habit t...
Want AI projects in your portfolio? Here are 10 you can build this weekend using free APIs. AI Projects 1. AI Writing Assistant Generate blog posts, emails, cov...
The Motivation: Technological Sovereignty That’s how Mesa‑LP was born. It started in Python, but for version 4.0.0 I decided to take the final leap: a full rew...
!Cover image for Stop picking Cursor or Claude Code. Pay for both, you cheapskate.https://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=au...
Why I Needed Better Queue Visibility At some point I realized I didn’t really understand what was happening with my Laravel queues. - Jobs are running - Worker...
Modern digital systems depend on signals to represent reality, but not all signals carry the same weight. Two signals, in particular, shape how systems interpre...
I gave a service account full admin access once—just to get things working quickly. I told myself I’d restrict it later. Later never came. Three months passed....
Original Attempt php $t = tryCarbonPostMeta'options', $p->ID ->bindfunction Lst $l { return $l->filterfunction array $k { return $k'price' !== ''; } ->tryHead;...
Introduction I recently shipped a free macOS app called Wisp – a menu‑bar utility that renders ambient desktop particles. The goal was to have about 1,000 part...
!Cover image for Server builds, wallet signs, webhooks confirm — a non-custodial Web3 checkout pattern with Solanahttps://media2.dev.to/dynamic/image/width=1000...