Most attempts at AI governance treat alignment as a prompt-level concern. You write a system message, hope the model follows it, and accept that any sufficiently creative attacker can talk the model into ignoring it. The Self-Alignment Framework Interface (SAFi) takes a different approach. Instead of asking a single LLM to judge its own output, SAFi splits cognition across five specialized facu...
Large language models (LLMs) understand and generate text from prompts. The Vercel AI SDK is a provider-agnostic layer over LLM APIs - core functions are generateText, streamText, and embed. This post uses the OpenAI provider and mirrors the patterns from the
Hello!
I'm Jairo Jr, your favorite Dev.to writter, or something like this 😄.
Over the last few years, I've spent a lot of time studying software architecture. Like most backend engineers, I've gone through the usual journey: Layered Architecture, Clean Architecture, Hexagonal Architecture, Event-Driven Architecture, and Microservices.
While exploring different concepts...
In March 2026, someone filed a feature request on GitHub Community that I have thought about more than any product announcement from that month. The setup is two repositories. A web app and an orders-service it consumes. The web app calls the service's endpoints, depends on its DTOs, and ha...
🌐 Live demo (LOOK · UNDERSTAND · BUILD): https://dev48v.infy.uk/design/day2-linear-sidebar.html
Day 2 of my DesignFromZero series — clone 50 iconic UIs in 50 days, one HTML file each, no npm, no build setup.
En el campo de batalla del ciberespacio, donde un atacante patrocinado por un estado puede comprometer credenciales y moverse lateralmente a través de una red militar en apenas 18 minutos y 49 segundos, cada segundo de retraso en la detección puede significar la diferencia entre defender una infraestructura crítica o perderla. Sin embargo, durante años, la industria de la ciber...