Quickstarts

Wrap a LangChain runnable and deploy it to the Ainfera sandbox.

1. 1Install

   Add the Ainfera SDK to your Python environment.

   pip install ainfera langchain-core langchain-openai

2. 2Define your agent

   Wrap any LangChain runnable with ainfera.agent.

   from ainfera import agent
   from langchain_openai import ChatOpenAI
   from langchain_core.prompts import ChatPromptTemplate
   
   @agent(name="research-agent", framework="langchain")
   def research(query: str) -> str:
       llm = ChatOpenAI(model="gpt-4o")
       prompt = ChatPromptTemplate.from_template("Summarize: {q}")
       return (prompt | llm).invoke({"q": query}).content

3. 3Deploy

   Push to Ainfera — integrity verification is enabled automatically.

   ainfera deploy research-agent