automil is an open-source CLI tool designed to autonomously improve multiple instance learning (MIL) models for computational pathology. It leverages agent-driven workflows, supports experiment tracking, and is tailored for researchers and engineers working with whole-slide imaging and histopathology data.
automil is a Data science & ML workbench product. It focuses on automating and improving multiple instance learning models for computational pathology using autonomous agents. automil is an open-source project aimed at computational pathology researchers and ML engineers. The project is open source (Apache-2.0). automil is available on the web and the command line, and it can be self-hosted.
It is developed by leoyin1127, and the product first shipped in 2026. The project is developed in the open on GitHub with 758 commits in the last 90 days. Among its 5 catalogued features are agent-driven model improvement, experiment tracking, and multiple instance learning.
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