inference: Swap Any LLM with a Single Code Change
From the repo · “Swap GPT for any LLM by changing a single line of code. Xinference lets you run open-source, speech, and multimodal models on cloud, on-prem, or your laptop — all through one unified, production-ready inference API.”
Run different AI models by changing a single line of code.
"A founder wants to use the latest version of a chatbot model with their customer support app. They can switch out the model by updating a line of code, then test and deploy the changes without affecting their users. With Xinference, they can run the new model on their cloud server instantly."
- •When you need to compare the performance of different LLMs for your application
- •When you want to deploy a single API that can handle multiple speech, open-source, and multimodal models
- •When you need to test and integrate LLMs in different environments, such as cloud, on-prem, or local laptops
Modify the example code to run a specific LLM, such as swapping GPT for another model, and test the API with a prompt like 'What is the capital of France?'
Skip the builder — one click puts this in Claude, Cursor, Antigravity and more.
Expect 20–40 minutes in a terminal — or let your AI agent drive it.
mkdir -p ~/.claude/skills/inference && curl -fsSL https://workflowstacks.com/api/skills/inference/claude-skill -o ~/.claude/skills/inference/SKILL.mdOpens the app with this repo with the prompt ready to go — no copy-paste needed.
Inference: Swap Any LLM with a Single Code Change is a very large Python project (~154k lines across 588 code files, plus 260 test files). It is a full software project: use it through its install path rather than reading it end to end. Last commit this month, Apache-2.0 license, has a test suite.
- 1README.mdStart here — what it does and how to install it
- 2AGENTS.mdThe instructions the AI actually follows
- 3pyproject.tomlDependencies and the commands it exposes
Skip the builder — one click puts this in Claude, Cursor, Antigravity and more.
Expect 20–40 minutes in a terminal — or let your AI agent drive it.
mkdir -p ~/.claude/skills/inference && curl -fsSL https://workflowstacks.com/api/skills/inference/claude-skill -o ~/.claude/skills/inference/SKILL.mdOpens the app with this repo with the prompt ready to go — no copy-paste needed.
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Do this with a working workflow
Pages we wrote and tested that put a skill like this to work — importable n8n templates, outcome guides and Claude Desktop configs.
AI Support Agent (Chat)
A chat agent that answers customer questions from YOUR business info — with conversation memory. It never invents policies; anything it doesn't know, it hands to a human.
Outcome guideScore your leads by ideal-customer fit
You describe your ideal customer once and keep leads in a Google Sheet. The workflow scores each 1–5 for fit with a one-line reason, so you sort and work the best first.
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