How AI Agents Handle Stalled Tasks and Timeouts: Lessons From My Production Failure
The Silent Killer Traditional software fails loudly. Exceptions propagate. Logs fill with stack traces. Monitoring alerts fire. Autonomous agents fail quietly....
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The Silent Killer Traditional software fails loudly. Exceptions propagate. Logs fill with stack traces. Monitoring alerts fire. Autonomous agents fail quietly....
Feeling the Shift I’ll be honest: my Code & Crayons balance has felt a little lopsided lately. Not because the kids are extra chaotic though they are, but beca...
markdown !AWS Community Builders profile imagehttps://media2.dev.to/dynamic/image/width=50,height=50,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-upl...
!Cover image for Automate Content Moderation with an NSFW Detection APIhttps://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,format=a...
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Retention Matters More Than Traffic In this series I discuss various aspects of developing my browser‑game portal Pausen Games. For the portal it is crucial to...
The Problem: Tokens and CSS Get Out of Sync You defined the tokens, documented them, and maybe even built a Storybook page showing the full palette with variab...
As a freelance developer juggling multiple clients, I had one recurring problem: I never really knew where my time was going. I tried spreadsheets, Toggl, and “...
AI, ML and Computer Vision Meetup – March 12 !Meetup bannerhttps://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=aut...
Introduction It's a reasonable thing to be skeptical about coding with AI. If you've been burned by earlier models, the hesitation makes sense. But the models...
Introduction Just a month ago, Ada Lovelace developed what we know as the first algorithm. Only a week ago, Alan Turing asked if machines could think. Yesterda...
Problem I like writing blog posts in Notion, but publishing them to WordPress has always been a bit tedious. Every time I finished an article I had to do a lot...
Revamp Legacy Monoliths in Minutes with GPT‑4o – A Step‑by‑Step Guide I’m Myroslav Mokhammad Abdeljawwad, a senior Java architect who’s spent the last decade w...
markdown !Cover image for I Spent 3 Years Watching IoT Incidents Get Misdiagnosed. Here's the Actual Pattern.https://media2.dev.to/dynamic/image/width=1000,heig...
Using a Patch Letter to Keep AI‑Assisted Code Changes Safe When you ask an assistant to fix a bug, you often get more changes than you expected – some great, s...
!PostgreSQL queue illustrationhttps://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads...
This is a submission for the Built with Google Gemini: Writing Challengehttps://dev.to/challenges/mlh-built-with-google-gemini-02-25-26 What I Built with Google...
Cleaned Markdown markdown !Cover image for In the Era of AI, Why Do I Still Choose Flutter?https://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,g...
Introduction When building document‑utility applications, developers inevitably face a critical architectural crossroad: Should file manipulation occur on a ba...
Understanding REST APIs REST Representational State Transfer is an architectural style used to design networked applications. It relies on standard HTTP method...
If you’ve used an assistant to help with a “quick fix,” you’ve probably seen this pattern: - You ask for a small change. - It proposes a “better structure.” - S...
Introduction The study is grounded in the universally acknowledged imperative of education for human capital development and economic prosperity, contrasting i...
Install the Nerd Font bash Create fonts directory mkdir -p ~/.local/share/fonts Download JetBrainsMono Nerd Font or any you prefer wget https://github.com/ryan...
Contexto pós‑pandemia O cenário atual da programação está completamente diferente do da pandemia em 2020. A pandemia foi conhecida como a “Era de ouro”, pois c...
Last post, the first runtime and adapter were alive The type system had been fighting back — declaration merging across packages, build‑tool swaps — but honest...
!Cover image for AnGithubManager: an application for my day-to-day life as a developerhttps://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravit...
markdown !BigTree Cover Imagehttps://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads....
Multi‑step progress bars are everywhere in onboarding flows, checkout processes, and project wizards. Most of them look the same — plain circles connected by a...
Commonly Desired Features - Color customization - Logo in the center - Transparent background - SVG export - Batch generation Are there any features you wish m...
I built an MCP server that lets Claude watermark images I’m a solo developer and I built Markly, an image watermarking service. This post covers what MCP is, w...
!Cover image for Building CommonTrace: A Neuroscience-Inspired Knowledge Base for AI Coding Agentshttps://media2.dev.to/dynamic/image/width=1000,height=420,fit=...
Built with Google Gemini: Writing Challenge This is a submission for the Built with Google Gemini: Writing Challengehttps://dev.to/challenges/mlh/built-with-go...
Audit Overview Day 10 of my 1HourADayJourney focused on breaking things to understand how they’re built. To secure a system, you have to think like an attacker...
Background Back in October, I read a blog by a GSoC contributor. He talked about how he started, how he discovered open source, what he worked on, and how his...
What Is a VPN Kill Switch? A kill switch is a network‑level failsafe that automatically blocks all internet traffic when your VPN connection drops or becomes u...
!Cover image for How I Built TripSathi — A Tinder for Travelers — and Won 3rd at Hacknuthon 5.0https://media2.dev.to/dynamic/image/width=1000,height=420,fit=cov...
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What Are Variables? Think of a variable like a box that stores information. - One box stores your name - Another stores your age - Another stores whether you a...
🚀 Executive Summary TL;DR: Multiplayer applications frequently encounter real‑time state‑synchronization issues due to network latency and race conditions, ca...
!Cover image for AI Is Taking Over Every Sector : But As an African, do i Still Need to Learn How to Codehttps://media2.dev.to/dynamic/image/width=1000,height=4...
!BlackTape screenshothttps://dev-to-uploads.s3.amazonaws.com/uploads/articles/r17ydgiutin87kgqfuxr.png I didn't use Claude Code to autocomplete functions or fix...
The Current State of AI Data Exports ChatGPT exports your data as a conversations.json file. It is a nested JSON structure containing every conversation as a t...
The Solution: Devicely v2.2.20 I built Devicely v2.2.20, a tool designed to slash mobile QA cycles by automating multi‑device testing with orchestration. Visua...
If you're using NVM for Windows and see the following error: text nvm enabled activation error: NVM_SYMLINK is set to a physical file/directory at C:Program Fil...
The problem with Stripe’s default retry logic Your payment fails. Stripe retries it. Problem solved, right? Not even close. I watched $4,200 in monthly revenue...
What AI Actually Changes in Software Development Part of a series – see previous pieces: “The Gatekeeping Panic”, “The Meter Was Always Running”, “Who Said Wha...
When building iOS apps, we often focus heavily on features, UI, and performance optimizations. But what actually ensures that every change compiles correctly, p...
!Cover image for ETL Pipeline: The 6-Phase Pattern That Cuts Debugging From Hours to Minuteshttps://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,...