Series
Your team has 14 versions of the same code review skill across 5 repos, with no way to sync them. when one improves, the others don't. drop a folder in .claude/skills/ and pray nothing drifts. source
Managing MCP (Model Context Protocol) configurations across different environments like Cursor and Claude Desktop can be a real headache. Copying files, keeping track of updates, merging configs, or sharing them between machines often turns into a ma...
One of the most frustrating things when building with AI coding assistants is when they happily write code for you… but the dependencies they suggest are outdated or simply wrong. You know the drill: You ask your LLM to add a library. It writes npm...
TL;DR: As most new code is now generated by LLMs, Code Feedback MCP provides the critical feedback loop that enables AI to automatically validate, fix, and improve its own code generation in real-time. It's the missing piece that transforms unreliabl...
Training the Model We trained our first expert model in Kubernetes kubectl commands using a fine-tuning process on a specialized dataset. The dataset consists of structured prompt-command pairs where natural language queries are mapped to their respe...
Overview When debugging code inside a container, developers often need to build a new image and deploy a new pod, which can be slow and cumbersome. HotPod eliminates this hassle by allowing developers to copy updated files into a running container an...
