Background Jobs in Production: The Problems Queues Don’t Solve
!Cover image for Background Jobs in Production: The Problems Queues Don’t Solvehttps://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,...
22259 posts from this source
!Cover image for Background Jobs in Production: The Problems Queues Don’t Solvehttps://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,...
What We Will Build By the end of this tutorial you will have a production‑ready architecture for computer‑use agents that handles the failures demos never show...
Introduction Achieving low‑latency playback for 4K live events remains one of the most significant challenges in modern streaming infrastructure. As global dem...
When an AI agent finishes its work and passes it to the next agent, something critical is lost: the reasoning behind every decision made along the way. The rece...
Introduction: The Importance of Kubernetes Security As the adoption of Kubernetes and cloud‑native architectures continues to grow, the need for robust securit...
Background Our team runs a Flask‑based SPA as an internal dashboard. As features grew, we needed a quick way to jump between services, so we created the App Hu...
The Traditional SaaS Model Classic SaaS follows a simple pattern: text User ↓ UI dashboard ↓ Software ↓ Business outcome Think about tools like CRM systems, an...
!Alexander V.https://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%2...
What happens when you challenge an AI agent to escape a series of rooms? Meet Albert, an AI Warehouse agent trained to navigate and escape seven custom‑designed...
Every DevOps engineer knows the pain: a new project kicks off and you're buried in AWS console tabs, IAM policies, and Terraform boilerplate. Running through th...
I've been running side projects and local dev environments for years. Every time I needed to expose a local service — test a webhook, share a WIP with a teammat...
Current Progress I've been experimenting with WGPU to create a game engine. At the moment, the engine can: - Load a glTF model and its associated textures. - S...
If you've been building an audience on Twitter X in 2026, you might have noticed something strange: your carefully crafted threads aren't hitting like they used...
Abstract A lot of teams secure OpenClaw runtime access but leave delivery pipelines loosely governed. That gap is where “safe by default” quietly breaks. This g...
TimescaleDB Continuous Aggregates: Real‑Time vs Materialized‑Only Every time‑series dashboard eventually hits the same wall: the aggregation query that was fas...
Introduction When publishing multiple web applications on a home server, obtaining a static IP address, managing SSL certificates, and handling complex securit...
Why RTX 5090 + WSL2? The 32 GB VRAM of the RTX 5090 is a practical choice for local inference of large LLM models. Compared to the RTX 4090 24 GB, VRAM capacit...
An API response returns 1709654400. Can you tell what date that is at a glance? I couldn't. Every time I needed to convert a Unix timestamp I’d Google “Unix Tim...
Originally published at Introduction Every time I started a new SaaS project, I spent 35+ hours wiring up authentication, integrating Stripe, and setting up the...
My Experience with AI‑Assisted Development _Last week I posted my first open‑source project on Reddit. Within hours, someone accused me of writing “AI slop.” A...
Everyone's selling dashboards. Nobody's selling leverage. I've spent the last several months deep in the AI visibility space — both as someone building in it an...
The Observability Gap When your AI agent produces a wrong answer, where do you look? Most people check the prompt, the tools, or the model version. The actual...
13 Project List Legal Tech - Contract Auto-Generation Tool Clause suggestion with Streamlit + Gemini API - Case Law Search System Fast search of case law docum...
Introduction Most people treat their vacation days like a finite resource to burn through—a few days here, a long weekend there. In reality, there is a provabl...
Recent CVE disclosures Recent CVE disclosures CVE‑2025‑59536, CVE‑2026‑21852 showed that malicious .claude/settings.json files in cloned repositories can execu...
Introduction After analyzing 50+ AI implementations, I found the same patterns killing projects over and over. The common mistake is starting with “we should u...
Every time I build a side project, I end up signing up for the same 10 APIs - Screenshot API – some service charging $30/month - IP geolocation – another signu...
Every AI agent I've ever built made the same mistake until I added one line to its config. If uncertain, write context to outbox.json and stop. That’s it—the es...
Break the Cycle of Tutorial Hell You’ve finished the tutorial. The todo app works. You feel ready. Then you open a blank editor to build something real, and no...
Most agent failures aren't just bad text — they're bad behavior. The agent calls the wrong tools, in the wrong order, with the wrong arguments. Output evaluatio...
Overview I've been using Claude Code for a while and realized I had zero visibility into what the agent was doing across sessions— which tools it called, wheth...
The Invisible Labor Behind Every System Every system you trust was shaped by someone you'll never meet. Not the founder. Not the engineer who got the press men...
I was building a research agent. It needed to read news sites, pull earnings reports, scrape job listings. Three hours in, half my URLs were returning empty str...
The Problem You set up your AI agent perfectly. A week later, it's ignoring rules you clearly stated. You haven't changed anything. What happened? This is cont...
Tutorial Overview This tutorial demonstrates how to: - Create networking for AKS - Deploy an AKS cluster using Azure CNI Overlay - Deploy Azure SQL Database -...
Overview I’m writing this from Addis Ababa. While the world is talking about the latest LLM cloud features, 35 million students in Ethiopia are being left behi...
Why Escalation Rules Matter When an AI agent encounters an edge case and no escalation rule is defined, it simply guesses. This can lead to serious problems, e...
'Week in AI: The Rise of Local‑First AI and Why It Matters Your weekly digest of AI developments that actually impact how you work.
Why I built MERN DevBoost I've been creating many MERN stack projects, and the initial setup always took 30–40 minutes. Each project required: - Creating ident...
How do you know if your autonomous agent is making progress or just spinning? After running an AI agent in a 15‑minute autonomous loop for over 220 iterations,...
Master SQL Interview Pattern Almost all queries follow this mental flow: SELECT → FROM → WHERE → GROUP BY → HAVING → ORDER BY → LIMIT Mnemonic: “Smart Friends...
Modern software tools promise a simple future: remove friction, increase velocity, ship faster. Autocomplete, AI copilots, instant scaffolding—everything is de...
Every year, organizations lose up to 9 % of their annual contract value due to poor contract renewal management. For a company managing $5 million in vendor con...
! https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%...
Introduction We've all been there. You push a massive 300‑line Merge Request, and within seconds an “AI Code Reviewer” bot leaves a dozen comments on your PR....
!Cover image for I Built a Real Estate Marketplace with Admin Functionality — Here's How It Workshttps://media2.dev.to/dynamic/image/width=1000,height=420,fit=c...
Overview BAM! downsrc is a simple & customizable npm package that lets you download full websites or specific resources of them. Strength: Visual and easy to u...
!Cover image for What Breaks After Your AI Demo Workshttps://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,format=auto/https%3A%2F%2F...