One in five AI‑generated code samples recommends a package that does not exist. Attackers are registering those phantom names on npm and PyPI with malware insid...
O modo SOLO do TRAE traz nativamente três modelos de ponta: Gemini-3-Pro-Preview, GPT-5-medium e Kimi-K2-0905. A lógica de escolha não é sobre “qual é o melhor”...
We’ve been shipping multi‑agent orchestration since January. Here’s why orchestration is the easy part—and why trust is the real boss battle. Anthropic just ann...
Introduction If you run long‑lived services on Linux, hardening often gets postponed because it feels risky: “What if I break production?” A practical way to a...
Why I moved beyond a prototype A prototype can answer questions from documents. A production system must also be: - reliable under repeated usage - traceable s...
The Application Era: Humans Drive Every Step Traditional applications are reactive. They wait for the user to: - click a button - fill a form - trigger a workf...
'Disclaimer: These are my personal views and do not represent any organization or professional advice. Tue, 03 Mar 2026 08:52:08 +0200
The Problem with MCP Server Security The Model Context Protocol MCP is exploding. Anthropic open‑sourced it, and now every AI agent framework is integrating it...
There's a quiet revolution happening inside every IDE, every terminal window, and every engineering org on the planet. AI software development isn't just a prod...
AWS Cloud Practitioner Salary – What the Numbers Really Mean If you are searching for the average salary for an AWS Cloud Practitioner, you are probably trying...
The Existential Question With AI, anyone can build apps now. This leads to uncomfortable questions: - “Does the world really need MY version of this?” - “Hasn'...
Stripe’s /llms.txt: An Unusual AI Integration When Stripe added /llms.txt to its documentation in March 2025, most write‑ups hailed it as another company “embr...
_What AI‑Assisted Coding Actually Means for Your Career — and Why the News Is Better Than You Think_ - 🎧 Audio Edition: Prefer to listen? Check out the expande...
Nvidia’s Pullback from OpenAI and Anthropic At the Morgan Stanley Technology, Media and Telecom conference in downtown San Francisco on Wednesday, Nvidia CEO J...
Introduction > “When AI assistants move from the cloud to local, from a single model to a multi‑model ecosystem, the true productivity revolution has only just...
The Problem: Lost Visibility in AI Applications When building AI applications, you quickly lose visibility into what the system is doing. Common questions aris...
Why FastAPI? - Fast and lightweight. - For machine‑learning workflows already written in Python, FastAPI offers a simple, efficient way to turn models into ser...
Overview I built a CLI tool called shinobi available as shinobi-scan on PyPI that performs a quick, 10‑second security scan on any project directory or GitHub...
Background Google, Microsofthttps://www.theguardian.com/technology/microsoft, Meta, Amazon and several artificial‑intelligence companies signed a pledge at the...
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Introduction There is a lot of talk about AI systems like Claude threatening software developers’ jobs. Some claim that “just coding” will become obsolete and...
The Story of a Security Audit Google Called “Infeasible” to Fix On February 11 2026, I submitted a comprehensive security audit of the Google Antigravity IDE v...
How langsmith‑cli Gives You 100 % MCP Parity, 96 % Less Context Usage, and Features the MCP Server Doesn’t Have — All in a Single pip Install If you’re using L...
'Cleaned Markdown Content
AWS Cloud Adoption Framework 🚀☁️ ¿Trabajas on‑premises y te preguntas cómo iniciar con el traslado de cargas de trabajo a la nube? Es una pregunta muy común;...
Overview A piece of Android malware called PromptSpy does something no malware has done before: it asks Google’s Gemini AI for instructions in real time, then...
Overview 🔐 AWS Identity and Access Management IAM fortalece el control de los recursos en AWS. Al crear una cuenta se establece un usuario raíz que tendrá acc...
'Summary of Recent AI‑Coding‑Tool Discussions
The Problem You want to use ChatGPT or Claude for your company. You build a prototype. Your CISO walks in. “That contains customer data. You can't send it to O...
The Homelab AI Stack in 2026: What Self‑Hosters Are Actually Running SIGNAL — Weekly intelligence for builders !SIGNALhttps://media2.dev.to/dynamic/image/width...
The Story Begins: Curiosity About Malware After reading about WannaCry, everyone talks about the vulnerabilities it exploited—EternalBlue, SMB flaws, and so on...
Overview Recent Ghostable updates make secret operations safer by default, improve resilience during outages, and standardize release‑integrity evidence. The c...
Overview Every domain name on the internet has a registration record. These records—collectively known as WHOIS data—contain information about when domains wer...
If you think you can just sit back and let Copilot or Cursor build a complex desktop‑to‑browser architecture for you, let me stop you right there. The AI comple...
The Uncomfortable Truth Right now, on the machine you are reading this on, there are probably dozens of secrets sitting in plain sight. Your OPENAI_API_KEY is s...
Current State Change is blowing on the wind. As The Economist noted Feb 14, shares of publicly listed business‑software companies are down 20 %. Both they and...
elixir list = 1, 2, 3 IO.puts 'list is ', list The above does not work – IO.puts/2 expects a binary string as its second argument. Trying other variations such...
Winners of the Algolia Agent Studio Challenge @_boweii – The Refusal Engine A proactive security tool that prevents cloud misconfigurations before deployment....
Despliegue de tu esquema GraphQL en AWS AppSync En el artículo anterior diseñamos un esquema completo para nuestra API de red social tipos Usuario, Publicación...
Why This Hits Different A short film is making the rounds that every developer and knowledge worker needs to see. The premise: an employee quietly uses AI to h...
Overview AI is the most transformative technology of our lifetime, giving machines the ability to see and interpret our world. At Roboflow, we believe anything...
📚 Constructors & Inheritance – Tricky Scenarios Explained !Constructor Flow Diagramhttps://media2.dev.to/dynamic/image/width=800,height=,fit=scale-down,gravit...
Disclaimer: This post reflects my personal opinion and is published on my own website. I'm speaking as a Community Manager / DevRels who works at the intersecti...
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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...
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