Full-stack platform for debugging, evaluating, and improving AI applications.
What is LastMile AI?
LastMile AI is a full-stack developer platform designed to help debug, evaluate, and improve AI applications. It provides tools for fine-tuning custom evaluation models, implementing security measures, and monitoring application performance. The platform aims to make the development of generative AI more scientific rather than purely artistic, offering comprehensive evaluation tools for RAG and multi-agent AI applications. It enables secure deployment of AI systems, generates synthetic data, allows for the fine-tuning of evaluation models, and enables real-time AI evaluations at extremely fast speeds. LastMile AI also includes experimental management tools and online security mechanisms to ensure continuous monitoring and risk reduction.
How to use LastMile AI?
To use LastMile AI, developers can install the LastMile library via pip or yarn, and then utilize the AutoEval class to evaluate data using either built-in metrics or custom metrics. This platform enables fine-tuning of evaluation models, the implementation of protective measures, and the monitoring of application performance through a comprehensive set of tools.
The core functions of LastMile AI
AutoEval: A comprehensive AI application evaluation platform
Customizable evaluation model
Synthetic data generation
Real-time AI evaluation for rapid inference
Experimental management tool
Online protection measures for continuous monitoring