1. What LiteLLM Is LiteLLM is an open-source LLM adapter: call 100+ APIs (OpenAI, Anthropic, Gemini, Bedrock, Azure, Ollama, vLLM, Qwen, and more) using the standard OpenAI format. Two ways to use it: Python SDK — called directly from your code AI Gateway — a team-level proxy with authentication, billing,

1. Establish a SOPS Baseline SOPS stands for Standard Operating Procedures. In the production activities we carry out, there are often some basic, repetitive operational flows, and these operations are the SOPS. You need to build up a set of SOPS; by combining them you can finish tasks faster. In the past, establishing standard procedures required a senior engineer, but now with AI, producing SOPS is very easy.

1. Preparing the Node Environment Install nvm 1 curl -o- https://raw.githubusercontent.com/nvm-sh/nvm/v0.40.4/install.sh | bash Set the nvm environment variables You need to edit Bash’s config file and add the following: 1 2 3 export NVM_DIR="$HOME/.nvm" [ -s "$NVM_DIR/nvm.sh" ] && \. "$NVM_DIR/nvm.sh" [ -s "$NVM_DIR/bash_completion" ] && \. "$NVM_DIR/bash_completion" Install Node 1 nvm install 22 default 2.

1. What Is MCP MCP is short for Model Context Protocol, a protocol for passing context between models and applications. The greatest value of MCP is that, as the model wars are winding down and AI applications are about to explode, it gives developers a unified standard for invoking capabilities beyond the model itself.

1. Why Operations Events Less invasive Operations teams usually already have observations accumulated in the Metrics and Log dimensions. Operations events can be a new entry point: introduce new operational capabilities without affecting the stability of existing systems. Better suited to automation Metrics represent system state, Log represents specific code behavior, while Event represents changes in components.