1. What OpenSpec Is OpenSpec is an open-source, lightweight AI-assisted spec-driven development framework. It stores specs and changes in Markdown files, drives the AI assistant with slash commands (such as /opsx:propose and /opsx:apply), and uses a CLI to manage state, validate format, and archive changes. In short, it turns “requirements talked out in a conversation” into a “traceable, iterable, archivable contract” — align before writing code, correct at any point during implementation, and when you are done, let the change settle into the source of truth for system behavior.

1. The Quantitative Change AI IDEs Have Brought AI generates a large amount of code that enters engineering work. AI IDEs are simply too good to use: from naming completion in the past, to generating function implementations, and now to delivering the code for an entire feature. You do not even need to know how to write code — through chatting you can complete many software iteration tasks.

1. Using Ops from Cline Query which clusters exist Get the details of a node The case is very simple, but the data is real, which shows that Cline is already able to connect to Ops for operations tasks. More complex cases still need more testing. The specific approach might lie in: providing certain Workspaces as context information, setting custom instructions to reinforce certain characteristics, and so on.