Is MCP Stateless or Stateful?
As of version 2026-07-28 the MCP protocol is now stateless. The original release was stateful. Every request is self-describing and independent, removing the need for connection handshakes, session …
What does MCP stand for in AI?
In artificial intelligence, MCP stands for Model Context Protocol. It is an open standard introduced by Anthropic in November 2024 to let AI assistants securely connect to external data sources, …
What is Openclaw?
OpenClaw is an autonomous, open-source AI agent that runs locally on your machine or cloud server. Unlike traditional chatbots that only answer questions, it operates 24/7 in the background, reading …
What are the best platforms for network automation?
The best platforms for network automation include Nautobot, Itential, Ansible, AWX, Red Hat Ansible Automation Platform to name a few. Each one serves a different purpose including configuration and …
What is Ansible?
Ansible is an open-source IT automation tool that configures systems, deploys applications, and manages network devices using simple, human-readable YAML files called playbooks. It’s agentless, …
Is DevOps dead due to AI?
No, DevOps is not dead because of AI. If anything, AI is changing how DevOps teams work by speeding up tasks, assisting with code and content generation, and improving efficiency. The core DevOps …
What are the 5 pillars of DevOps?
A common way to think about DevOps is through five core pillars: culture, automation, measurement, sharing, and continuous improvement. Culture is about collaboration between teams that were …
Which is better Ansible or Python?
Python is better as a general-purpose programming language, while Ansible is better as an automation framework for specific operational tasks. Python gives you more flexibility, logic, and control, …
What is better Ansible or Terraform?
Neither tool is universally better, because they solve different problems. Terraform is mainly used to provision and manage infrastructure as code, while Ansible is better known for configuration …
Is Ansible still relevant in 2026?
Yes, Ansible is still highly relevant in 2026, especially for teams that need straightforward automation across servers, applications, and networks. Its strength is not hype; it is usefulness. Ansible …
What is Ansible used for?
Ansible is used to automate repetitive IT tasks, especially configuration management, provisioning, and application or network changes. In practice, that means you can use it to push consistent …