explaingit

opennswm-lab/faros

Analysis updated 2026-05-18

174PythonAudience · researcherComplexity · 4/5Setup · hard

TLDR

A Python framework that automates AI research workflows end to end, from idea generation through experiment scaffolding to a drafted academic paper.

Mindmap

mindmap
  root((FAROS))
    What it does
      Automates AI Research
      Workflow Runtime
      Blueprint Config
    ml_paper Workflow
      Idea Refinement
      Experiment Scaffold
      Paper Drafting
      Reviewer Simulation
    Requirements
      Python 3.11 Plus
      Node.js 18 Plus
      LaTeX Tools
      AI Provider
    Status
      Early Release
      No Parallel Execution Yet

Code map

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filefunction / class

What do people build with it?

USE CASE 1

Automate the pipeline of generating, ranking, and refining AI research ideas.

USE CASE 2

Scaffold an experiment workspace automatically from a chosen research idea.

USE CASE 3

Generate a LaTeX-formatted draft academic paper from experiment results.

USE CASE 4

Get simulated peer reviewer feedback on a research draft before submitting it.

What is it built with?

PythonNode.jsLaTeXLLM APIs

How does it compare?

opennswm-lab/faross0912758806p/agentic-sop-to-workpydantic/httpx2
Stars174173176
LanguagePythonPythonPython
Setup difficultyhardeasyeasy
Complexity4/53/52/5
Audienceresearcherops devopsdeveloper

Figures from each repo's GitHub metadata at analysis time.

How do you get it running?

Difficulty · hard Time to first run · 1h+

Requires Python 3.11+, Node.js 18+, LaTeX tools, and a configured AI provider before first run.

In plain English

FAROS, short for Foundation AutoResearch Operating System, is a Python-based framework that automates the process of conducting and writing up AI research. Its current focus is on research about large language models (LLMs), but the architecture is designed to be extensible to other research domains. The core idea is that instead of building one fixed "AI scientist" application, FAROS defines research as a workflow runtime. You describe a research workflow using a "blueprint" (a configuration file), specify who or what should execute each step using a "profile" and "providers" (such as an LLM API), and the system carries out the full research pipeline automatically. The currently included workflow, called ml_paper, has four stages: idea refinement (generating and ranking research ideas), experiment (scaffolding the code workspace for the experiment), paper drafting (generating a LaTeX-formatted academic paper), and reviewer simulation (producing structured feedback on the draft as if from a peer reviewer). Each stage produces artifacts, files that feed into the next stage. It is an early release candidate. Features like parallel execution, a web-based console UI, and database-backed metadata are listed as not yet included. Running it requires Python 3.11 or newer, Node.js 18 or newer, LaTeX tools for PDF generation, and a configured AI provider. The full README is longer than what was provided.

Copy-paste prompts

Prompt 1
Help me write a FAROS blueprint configuration file for a new LLM research workflow.
Prompt 2
Explain how FAROS's four-stage ml_paper workflow moves from idea refinement to a drafted paper.
Prompt 3
What do I need to install to run FAROS, including Python, Node.js, and LaTeX requirements?
Prompt 4
Show me how to configure an AI provider profile so FAROS can run its research pipeline.
Prompt 5
How does FAROS's reviewer simulation stage generate structured feedback on a paper draft?

Frequently asked questions

What is faros?

A Python framework that automates AI research workflows end to end, from idea generation through experiment scaffolding to a drafted academic paper.

What language is faros written in?

Mainly Python. The stack also includes Python, Node.js, LaTeX.

How hard is faros to set up?

Setup difficulty is rated hard, with roughly 1h+ to a first successful run.

Who is faros for?

Mainly researcher.

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