StackFeed — платформа свежих IT-новостей и туториалов
Мы собираем лучшие материалы о фронтенд-разработке, серверных технологиях и нейросетях. Здесь выходят свежие новости, практические туториалы, разборы и гайды о том, как работать с современными инструментами и технологиями будущего. Всё в одном месте, чтобы ты всегда оставался в курсе событий и развивался как разработчик
AI Isn't Something to Trust — It's Something to Design (Series Final)
Series Final. The four mechanisms covered across this series — knowledge graph, Auto Review, Self-Healing, Recurrence Prevention — plus the non-engineer-PR application that sits on top of them, all hang off a single conviction: AI isn't something to trust; it's something to design. The 'I don't trust AI to fill in the blanks for me' framing this lives inside isn't doubt about generation quality, but the clear-eyed acceptance that AI has no idea what context wasn't handed to it, and that 'ideal behavior with no spec given' is a fantasy. The starting point goes back to 2025, when I was trying to figure out how to make AI actually understand a large codebase — and ran into walls on both context window scaling (lost in the middle, attention dilution) and learning-based approaches (machine unlearning, destructive interference). GraphRAG + MCP became the way out: hand AI only the facts it needs, when it needs them, so it doesn't have to infer. From code-graph (which I burned two months on and threw away) to the current product-graph (cpg). This piece is the philosophy and the trial-and-error behind the whole series: harnesses confine where hallucinations are allowed to happen, design is translating principles into your own use cases, and Coverage 90% as a solo target breaks the implementation.
Your AI Provider Is a Single Point of Failure
Last Friday, the U.S. Commerce Department sent a letter to Anthropic. By that evening, Fable 5 and...
From Localhost to the Stars: My Kubernetes Odyssey (aka How I Stopped Worrying and Learned to Love the Cluster)
The Quest Begins (The "Why") Look, I’ll be honest: the first time I tried to ship a tiny...
I Moved Everything to a $4.50 Hetzner Box. Here's What Broke and What Didn't.
Last year my side project was running on AWS. A t3.small EC2 instance, an RDS PostgreSQL db.t3.micro,...
Your AI vendor already complied. You didn't.
Talk to enough SaaS founders and you get the same shrug. EU AI Act? That's OpenAI's headache. You...
Why Setting Up Observability Takes Forever (And What To Do About It)
Everyone talks about observability like it is a solved problem. Pick a stack, wire it up, done. In...