Sometimes infrastructure creates the illusion of perfect health. CPU utilization graphs look great with their low numbers — but Load Average is skyrocketing, and the connection pool is completely exhausted. The system stops accepting new incoming traffic for a simple reason: worker slots are clogged with old, stuck connections.
You often hear that a method belongs to an object — but in Ruby, things are a bit more interesting.
Adding Redis to the backend to offload the database is a classic solution. Everything runs fast — until the exact moment a popular key's TTL expires, and the system runs into a non‑obvious trap: the very tool meant to speed things up becomes the trigger for a crash (Cache Stampede). Let's break down this chain reaction.
SLI, SLO, and SLA: let's break down how they differ and how they relate to each other.
When it comes to the cost of AI, the first question is almost always the same: how much does a token cost? It's a logical question, especially when choosing between models. But the more complex AI systems become, the less the price of a token says about the real cost of a task.
Can AI fully take over routine tasks, and at which stages does it prove useless? Our design team conducted a large‑scale internal audit.
Noveo VirtualAgent - not just another AI coder, but a multi‑agent system with shared memory that automatically takes tasks from Jira, writes code, reviews it, and keeps documentation up to date.
At Noveo, we don't just build software — we build systems. For anything. For everything. From enterprise platforms to... a book.
