Agentic AI: Why AI That Actually Does Things Is the Next Big Shift
There's a moment every engineer knows. It's 2 AM, your phone buzzes, and you're staring at a wall of alerts trying to figure out which one actually matters. You open six dashboards, SSH into three ser ...
Recursive Language Models: Beyond the Context Window
Introduction Modern Large Language Models (LLMs) face a fundamental challenge: the limited context window. As the amount of information fed to a model increases, its performance not only become ...
When it comes to deep understanding of problem How attention types help us (traditional, linear)
Introduction In the world of Artificial Intelligence, "Attention" is the mechanism that allows models to focus on the most relevant parts of an input. Whether it's a chatbot answering ...
Why Your NOC Team Is Fighting Fires at 3 AM (And What Agentic AI Can Do About It)
Your on-call engineer's phone buzzes at 3:17 AM. CPU alert on prod-web-04. By the time they're awake enough to open their laptop, three more alerts have fired. Disk warning on the database server. Lat ...
How Chain-of-Thought Helps Agents Reason Better in Complex Scenarios
Why modern AI agents need structured reasoning, collaboration, and verification to scale beyond toy problems. Introduction Large Language Models (LLMs) can write code, answer questio ...
From Alert to Runbook in Minutes: The Anatomy of an Agentic Incident Response
Let's trace an incident from the moment it happens to the moment it's resolved. Not in theory—in practice. What does it actually look like when agents handle the investigation instead of a bleary-eyed ...
The 5 Whys at Machine Speed: How AI Actually Does Root Cause Analysis
When something breaks at 3 AM, you don't just need to know what happened. You need to know why. That's the difference between restarting a service and actually fixing the problem. And it's where mo ...
The Agent Engineering Playbook for Infrastructure Teams
Building AI agents that analyze logs is straightforward. Building agents that can SSH into production servers and execute commands? That requires a completely different approach. Infrastructure is ...
Beyond the Token: Why Large Concept Models are able to Reason
The Artificial Intelligence industry is currently undergoing a "paradigm shift." For the last few years, we have mastered Large Language Models (LLMs), but we are now entering the era of Large Concept ...