🌍 Dev.to

LLM TRADER BOT

Let me tell you a story about failure. Late 2024. I'm sitting in my Wrocław apartment after an 8-hour warehouse shift. My back hurts. I've been trying to make a trading bot work for two weeks. Every night, same result: the LLM generates beautiful-sounding analysis. Confident. Articulate. Completely wrong. "RSI is 28, oversold. BUY." Next morning: -4.2%. The problem wasn't the LLM being stupid. It was me being lazy. I was dumping numbers into a prompt and hoping for magic — the ex...
🌍 Dev.to

El Despertar de NERA como infraestructura: Por qué el Negrooverso es más una necesidad técnica que un sueño

Hemos crecido buscando nuestras raíces en enciclopedias que no hablaban nuestro idioma emocional ni han conectado con el fondo de lo que somos. Para muchxs, la primera ventana al mundo digital fue esa "Mi Primera Encarta" de los noventa, un ecosistema que prometía saber universal pero guardaba una ausencia sistemática. Nosotros no estábamos ahí, conocimiento genérico en áreas sociales, biología y más. O si aparecíamos, era bajo la lente de otras miradas simplificadas. Esa carencia no fue un erro...
🌍 Dev.to

GitHub Actions Getting Expensive? We Cut CI Costs to a Quarter With a One-Line Change

AI assistance disclosure: This article was drafted with the help of Claude. All technical content, design decisions, code references, and screenshots reflect production systems I designed and operate at airCloset; the prose was revised by me prior to publication. Hi, I'm Ryan , CTO at airCloset. We've migrated our GitHub Actions runners twice: GitHub-hosted to Blacksmith, then Blacksmith to Namespace . The results, up front: Per-run CI cost is roughly a quarter of what we paid on...
Why Your RAG Pipeline is Lying to You
🌍 Dev.to

Why Your RAG Pipeline is Lying to You

RAG (retrieval-augmented generation) is how most AI tools search your company's documents to answer questions. Instead of guessing, the model pulls relevant text from your files and uses it to respond Sounds reliable. Usually isn't. Last month, our team shipped a RAG-powered search feature to a Fortune 500 client. Three days later, this Slack message showed up : "The AI pulled a revenue number from our Q3 report. But when I checked the PDF, that number was from a footnote about projec...
🌍 TheVerge

Full school day cellphone bans are more popular than ever

As schools across the country continue to implement cellphone bans, a new Pew Research Center survey shows they continue to gain support. Seventy-seven percent of US adults support banning cellphones in middle and high school classes, and 48 percent support banning them for the entire school day. That's the first time more Americans have supported, […]
🌍 TheVerge

The US government just banned Roombas

When the Trump administration announced yesterday that it was banning "advanced robotic devices" from entering the United States, the headlines were all about humanoids. But spying doesn't require legs - and neither does the FCC's robot ban. The robot ban will sweep up robot vacuum cleaners too, FCC media relations director Katie Gorscak confirms to […]
🌍 TheVerge

What’s the catch with the Apple Upgrade program?

Apple's new Upgrade program is here, allowing you to lease select models of iPhones, iPads, Macs, and Watches with a relatively low monthly payment. The company promises you won't pay more than the full price of the device over the course of the one- to three-year lease, and in some cases, you'll pay hundreds of […]
🌍 TechCrunch

‘No one’s making a phone like this’: Light’s co-founders on building for the anti-smartphone generation

With the Light Phone, Kaiwei Tang and Joe Hollier have spent over a decade exploring the value of simplicity in our relationship to technology, partnering along the way with players like Andrew Yang, Kendrick Lamar, and Pete Davidson. Now, with a new flip phone and a growing wave of “attention activists” pushing back against Big Tech, they think the rest of […]
🌍 Dev.to

Montando um Cluster Kubernetes On-Premise — Parte 2: Instalando Containerd e Kubernetes

🇺🇸 English version coming soon. Na Parte 1 desta série, preparamos o ambiente: definimos o hardware, configuramos o /etc/hosts , ajustamos o firewall e desabilitamos o SWAP em todos os nós. Agora que a base está pronta, é hora de instalar o container runtime ( containerd ) e os pacotes do próprio Kubernetes ( kubelet e kubeadm ). Todos os passos abaixo devem ser executados em todos os servidores do cluster — master e workers — a menos que seja indicado o contrário. Carrega...
🌍 Dev.to

Montando um Cluster Kubernetes On-Premise — Parte 5: Fazendo o Deploy do Primeiro Container

🇺🇸 English version coming soon. Nas partes anteriores desta série, construímos o cluster do zero: preparamos o ambiente (Parte 1), instalamos containerd e Kubernetes (Parte 2), inicializamos o control-plane (Parte 3) e ingressamos os workers (Parte 4). Com o cluster de pé e todos os nós no estado Ready , chegou a hora de colocá-lo para trabalhar de verdade: vamos fazer o deploy da nossa primeira aplicação. Neste artigo, vamos usar o Nginx como exemplo — um caso clássico para validar que...
🌍 Dev.to

Montando um Cluster Kubernetes On-Premise — Parte 6: Deploy, Atualização e Escalabilidade de uma Aplicação Própria

🇺🇸 English version coming soon. Na Parte 5 desta série, validamos o cluster de ponta a ponta fazendo o deploy do Nginx. Agora vamos um passo além: construir a imagem Docker de uma aplicação própria, publicá-la, colocá-la para rodar no cluster e explorar operações do dia a dia — atualização de versão, rollback e escalabilidade (manual e automática). Como exemplo, foi utilizada uma API REST simples ( myapp.war ), feita em Spring Boot, apenas para fins didáticos — o processo se aplica a qualq...
🌍 Dev.to

Amazon Bedrock Agents Orchestrating Google ADK over A2A

This article explains how to build and test a cross-cloud currency agent. An Amazon Bedrock master agent , built with Strands Agents and hosted on Amazon Bedrock AgentCore Runtime in AWS us-east-1 , delegates to a Google ADK worker on GCP Cloud Run in us-central1 over A2A v1.0 . The master cross-checks the worker against an MCP exchange-rate tool and measures the latency, reliability, and failure behavior of cross-cloud verification. What is this project trying to do? Mo...
🌍 Dev.to

Amazon Bedrock Agents Orchestrating Google ADK over A2A

This article explains how to build and test a cross-cloud currency agent. An Amazon Bedrock master agent , built with Strands Agents and hosted on Amazon Bedrock AgentCore Runtime in AWS us-east-1 , delegates to a Google ADK worker on GCP Cloud Run in us-central1 over A2A v1.0 . The master cross-checks the worker against an MCP exchange-rate tool and measures the latency, reliability, and failure behavior of cross-cloud verification. What is this project trying to do? Mo...
🌍 Dev.to

Orquestração Resiliente de LLMs: Como Construí uma Engine em Python, PyTorch e DeepSpeed Capaz de Sustentar 1 Milhão de Passos sem Erros de OOM

Orquestração Resiliente de LLMs: Como Construí uma Engine em Python, PyTorch e DeepSpeed Capaz de Sustentar 1 Milhão de Passos sem Erros de OOM Resumo: Treinar grandes modelos de linguagem (LLMs) é uma das tarefas computacionais mais caras e complexas da engenharia moderna. Neste artigo, explico a arquitetura por trás do MEM v3 (Model Execution Manager), uma engine de orquestração construída com Python, PyTorch e DeepSpeed que utiliza validação Zero-Trust de políticas, gerenciamento ...