A new integration for Home Assistant, called home-generative-agent, leverages LangChain and LangGraph to create a generative AI agent that automates tasks in smart homes. This agent uses a hybrid cloud-edge approach, employing sophisticated cloud-based models for reasoning and planning, and simpler edge models for specific tasks, reducing errors and costs. The agent can create automations, analyze images, and manage home states. It uses various LLMs, with a primary model for high-level reasoning and smaller, specialized models for tasks like image analysis. The project, which is open-source, has been tested on a Raspberry Pi 5 with SSD storage and an Ubuntu server with an AMD CPU and Nvidia GPU. Despite its potential, the integration carries risks like LLM hallucinations and privacy concerns, and the costs for running such systems are currently prohibitive for the average user. The agent’s architecture follows Home Assistant best practices and uses LangGraph for managing complex agent workflows.
To provide the best experiences, we use technologies like cookies to store and/or access device information. Consenting to these technologies will allow us to process data such as browsing behavior or unique IDs on this site. Not consenting or withdrawing consent, may adversely affect certain features and functions.
Functional
Always active
The technical storage or access is strictly necessary for the legitimate purpose of enabling the use of a specific service explicitly requested by the subscriber or user, or for the sole purpose of carrying out the transmission of a communication over an electronic communications network.
Preferences
The technical storage or access is necessary for the legitimate purpose of storing preferences that are not requested by the subscriber or user.
Statistics
The technical storage or access that is used exclusively for statistical purposes.The technical storage or access that is used exclusively for anonymous statistical purposes. Without a subpoena, voluntary compliance on the part of your Internet Service Provider, or additional records from a third party, information stored or retrieved for this purpose alone cannot usually be used to identify you.
Marketing
The technical storage or access is required to create user profiles to send advertising, or to track the user on a website or across several websites for similar marketing purposes.
