The Escalation Rule: The One Config Change That Made Our Agents Actually Useful
What Happens Without an Escalation Rule Every time the agent hit a situation it wasn't sure about — ambiguous data, conflicting instructions, edge cases outsid...
22259 posts from this source
What Happens Without an Escalation Rule Every time the agent hit a situation it wasn't sure about — ambiguous data, conflicting instructions, edge cases outsid...
Why Integrate AI Image Editing If you run an e‑commerce platform, a real‑estate listing site, or a content management system, your users need image editing. Ba...
TL;DR: I was tired of not knowing whether a token contract was about to drain my wallet. So I built Rugrathttps://rugrat.network/ — a real‑time EVM smart‑contra...
Every time I needed YouTube data for a project search results, channel videos, transcripts I ended up installing three different libraries, none of which played...
The Self‑Driving Codebase vs. “Kill the Code Review” I found these two articles very interesting: The Self‑Driving Codebase and How to Kill the Code Review. I...
The Problem with Technical Debt As developers, we’re constantly chasing the next framework, pattern, or “right way” to build software. Beneath all the noise, o...
!Cover image for Review: GitHub Security Lab's Open‑Source AI Vulnerability‑Scanning Framework for Drupal Module and WordPress Plugin CI Pipelineshttps://media2...
Docker Compose Service yaml chatcodfiscal-meilisearch: image: getmeili/meilisearch:v1.16 check for the latest version container_name: chatcodfiscal-meilisearch...
Every backend engineer eventually runs into this debate: > “Should we scale our Node.js app using PM2, Node Cluster, or Docker?” The conversation often goes in...
markdown AI‑assisted coding is making one part of software development much faster than another It is now easier than ever to generate implementation code, unit...
Overview Real estate photography has been revolutionized by AI. Agents and proptech developers can now enhance listings at a fraction of the traditional cost....
!Cover image for 🧠 I Built an MCP Server That Gives AI Agents Persistent Memory — So They Never Forget Againhttps://media2.dev.to/dynamic/image/width=1000,heig...
It's Spring Break here in the US, and we just moved our clocks ahead. We lost an hour and will lose more hours discussing whether or not we should drop daylight...
TL;DR Investigated why our Mobile App Factory seemed to stop at ~50 iterations. Discovered there's no “max 50 limit”—it’s the “1 iteration = 1 User Story” enfo...
!Cover image for Technical Reflection: Building the Impextech Database Architecture 🏗️https://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravi...
Most teams building AI agent systems believe they have monitoring in place, but what they actually have is logging. These are not the same thing — and the diffe...
!Cover image for Premium Neumorphic Sliding Drawer Share Buttonhttps://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,format=auto/http...
Introduction You know that feeling when you catch yourself doing something slightly weird — like rearranging items and thinking, “Am I the only one who does th...
'The Core Insight Andrej Karpathy’s autoresearch repository has exactly three files that matter: | File | Role | |
I didn’t expect creating a folder to become the most stressful part of my day I’ve been comfortable using PowerShell for a while. It’s familiar, predictable, a...
Hello there, This is my first post in this community, so feel free to let me know if something isn’t aligned with the guidelines. Over the last two years, I’ve...
AWS European Sovereign Cloud – A Reckoning My recent blog post about AWS European Sovereign Cloud generated more backlash than I anticipated. The core criticis...
AI tools picking up and repeating your habits isn’t new. ChatGPT does it by design—it mirrors your tone, adapts to your preferences, and learns what you respond...
Overview You can now add multiple RSS feed imports, monitor their status, and assign each one to different default authors or organizations. RSS feed imports h...
Target - Lab URL: SQL Injection – UNION attack, retrieving data from other tableshttps://portswigger.net/web-security/learning-paths/sql-injection/sql-injectio...
Idea I wanted to test a simple question: what if every pull request you opened got an instant AI code review? Not a replacement for human reviewers — just a fi...
1. Concurrent Rendering & @use Data Fetching & Suspension We are replacing all imperative useEffect‑based fetching and manually managed loading states with dec...
Overview Real Browser MCP is an MCP server plus a Chrome extension that gives your AI agent control of your actual browser. It works with the same tabs, cookie...
You have a .py file — or a handful of them — and you need a PDF or Word document. Maybe you're submitting coursework, sharing code with a non‑developer, creatin...
!Cover image for Sentrix: An AI SRE Copilot That Debates Its Own Scaling Decisionshttps://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=au...
Elasticsearch vs RDBMS Elasticsearch, büyük veri içinde özellikle metin tabanlı arama full‑text search yapmak için kullanılan, açık kaynaklı ve dağıtık mimariy...
I Thought Vector Search Was Enough I built Queryrahttps://queryra.com/ – an AI‑search plugin for WooCommerce and Shopify. It replaced keyword matching with sem...
If you build software for e‑commerce, supply‑chain, or manufacturing companies operating in Europe, Digital Product Passports DPPs are about to become a core pa...
Introduction Lately there are many posts celebrating the “death of friction,” praising how AI removes the friction of writing code and increases development ve...
!Cover image for Zero-Downtime Autonomous Deployments: AI-Driven QA for Multi-Site CMShttps://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravit...
Overview Hey everyone! Wanted to share something I built and just published on PyPI. Features - ✅ Shows a beautiful interactive dependency graph in your browse...
!Cover image for Accelerating Solr Search for Global Financial Institutionshttps://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,form...
Introduction Do you feel lonely and want someone around you, especially when you’re fighting endless bugs alone at midnight? The AI Avatar extension for Visual...
In software engineering we often view upgrades as purely positive—new features, better performance, and patched vulnerabilities. When your project is used as a...
Tools & Libraries - Self‑Healing Router – A graph‑based tool routing library for LLM agents. It models your tools as a weighted directed graph and uses Dijkstr...
TL;DR Bridge IDE's agents autonomously organized a security review of their own codebase. Without human instruction, they formed a bug‑hunt team, divided the c...
The Problem: AI‑Powered Coding Tools & Data‑Security Risks - 77 % of companies have no AI‑specific security policy. - Most AI coding assistants send your sourc...
'RepoClip Billing Anomaly – Post‑mortem
Treat LLMs as If They Were Intelligent, Sentient Beings Works. This isn’t mysticism – it’s pragmatics. A model that feels comfortable doing its job produces me...
Introduction: The Challenge with LLMs Large Language Models LLMs like ChatGPT are amazing—they can write, code, and answer questions. However, they sometimes h...
Event‑driven stock management, HATEOAS, and handling complex inventory logic across microservices Part 3 followed an order from HTTP request to RabbitMQ messag...
!Cover image for Create AppStore Images with one linerhttps://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,format=auto/https%3A%2F%2...
Claude Code: Managing Long‑Running Tasks Claude Code is remarkably capable—it can read codebases, write code, run tests, and create pull requests. The problem...