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url: https://mattyoreilly.github.io/Atlas/
template:
bootstrap: 5
home:
title: atlas - automated model building with LLM agents
description: >
Give an LLM agent a data frame and a target. It explores the data,
proposes a plan for your approval, then writes and runs R code to fit,
compare, and refine candidate models - with enforced constraints,
persistent sessions, and a complete code trail.
navbar:
structure:
left: [intro, reference, articles, news]
right: [search, github]
components:
articles:
text: Articles
menu:
- text: Domain knowledge and constraints
href: articles/constraints.html
- text: Persistent sessions
href: articles/sessions.html
- text: Unattended runs
href: articles/autonomous.html
reference:
- title: Build models
desc: >
The main entry point, the session object behind it, and how to pick a
run back up.
contents:
- atlas
- atlas_session
- atlas_resume
- atlas_message
- title: Domain knowledge
desc: >
Hard requirements the models must satisfy - verified by atlas itself,
not trusted to the agent.
contents:
- constraint
- con_uses
- con_monotone
- extract_constraints
- title: Feature safety
desc: Catching target leakage before it reaches a model.
contents:
- atlas_leakage_screen
- title: Point-and-click
desc: The browser front-end for non-programmers.
contents:
- atlas_app