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News
How to Open Latitude and Longitude in Google Maps, Apple Maps, and OpenStreetMap with JavaScript
19+ min ago (504+ words) Latitude and longitude are useful on their own, but in many applications the next step is simple: Open those coordinates on a map. For example, you may have coordinates like: and want to let a user view that location in…...
Next.js & AI Systems Architecture: Scaling Real-Time Agents (2026)
24+ min ago (375+ words) In the rapidly evolving landscape of 2026, building AI-native applications is no longer just about prompt engineering. It is about systems architecture. We have reached a point where the constraints of serverless environments—specifically the Vercel Edge Runtime—are becoming the…...
Migrated Up, Then Back
1+ hour, 5+ min ago (407+ words) The promise I'd made myself at the start was the discipline that kept the migration honest: external domains and ports stay unchanged, and the reverse proxy stays the anchor. Move a service in, get it working on k3s, then repoint the…...
Ollama's Responses API accepts previous_response_id, returns 200, and forgets the whole conversation
1+ hour, 16+ min ago (538+ words) Ollama 0.34.0, Debian 13, CPU only, qwen2.5:1.5b. The Responses API, which is the OpenAI-compatible endpoint Codex and similar clients use. Turn 1 plants something the model could not guess: password. Now two controls. The same question with the full history sent in the request…...
The Logging Dilemma
1+ hour, 20+ min ago (123+ words) Every developer has lived through this scene: the adrenaline spike when a production incident is... Tagged with go, monitoring, logging, module....
Chain of Responsibility em Java: como transformamos um if de 600 linhas em um pipeline de autorização de pagamentos
1+ hour, 49+ min ago (867+ words) Padrão comportamental · Java 21 · Spring Boot O Chain of Responsibility (Corrente de Responsabilidade) é um padrão comportamental do catálogo GoF. Padrões comportamentais tratam de como objetos se comunicam e distribuem responsabilidades entre si — diferente dos criacionais (como objetos nascem) e dos…...
Build in the VM, Think on the Mac GPU: Debian 13 on Apple container With a Local Gemma 4
2+ hour, 27+ min ago (1539+ words) This article walks through building a Debian 13 machine under Apple's container CLI on an Apple silicon Mac, and then wiring that machine to a local LLM running on the Mac's own GPU. Getting there has two halves, and the first…...
Giving an AI Agent a Real Sandbox: Filesystem and Network Jail, in Java
2+ hour, 31+ min ago (733+ words) Ask a coding agent to run a build, and you have just handed a language model the ability to cat ~/.ssh/id_rsa. Prompt-level instructions like "do not read sensitive files" are not a security boundary — they are a suggestion to a…...
Harden & Lockdown RKE2 Cluster with a 4-Layer DevSecOps Stack
3+ hour, 28+ min ago (1308+ words) Introduction Before you move furniture into a new house, you install the locks, the... Tagged with kubernetes, security, devsecops, devops....
Your AWS NAT gateway is costing you $1,800+ a month. Here's why and how to fix it.
3+ hour, 53+ min ago (584+ words) This post is the practical fix. We'll cover where the cost actually comes from, three patterns that cut it (VPC endpoints, IPv6 egress, NAT instance), and the platform-level move that handles all three for you. A NAT gateway has two pricing…...