1. Start the Container Set the image 1 export IMAGE=ghcr.io/openclaw/openclaw:2026.3.2 Generate a random token 1 openssl rand -hex 32 Set the gateway token 1 export OPENCLAW_GATEWAY_TOKEN=xxx This token is used for authentication on both the remote web UI and the local TUI. Set directory permissions 1 2 mkdir -p openclaw-home

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. 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. Prompt Chaining Prompt chaining breaks a task down into a series of steps, where each LLM call processes the output of the previous step. 2. Routing Routing classifies the input and directs it to a specialized follow-up task. 3. Parallelization An LLM can sometimes work on a task concurrently and aggregate its outputs programmatically.

1. Making Ops Copilot an Ops Coilot In September 2023, I wrote a version of Ops Copilot, and published an article about it, I’m Writing a Copilot for My Ops Tool. The effect it achieved was like this: 1 2 3 4 5 6 7 8 9 10 Opscli> 打