ltjed/freephdlabor

What it solves

freephdlabor automates the entire scientific research lifecycle. It eliminates the manual effort of moving from a research idea to a final, peer-reviewed quality manuscript by automating hypothesis generation, experimentation, and paper writing.

How it works

The project uses a multiagent framework where a central ManagerAgent orchestrates several specialized agents:

• IdeationAgent: Generates and refines research hypotheses.
• ExperimentationAgent: Drafts and executes code to run experiments.
• WriteupAgent: Produces academic papers using LaTeX.
• ReviewerAgent: Critiques the research and provides feedback.
• ProofreadingAgent: Handles final formatting and typo fixes.

These agents share a common workspace and use a modular design, allowing users to add custom agents or tools (e.g., for materials science or biology) to adapt the system to different scientific domains.

Who it’s for

Researchers and scientists across various fields (AI/ML, biology, economics, materials science) who want to automate the discovery and documentation process.

Highlights

• End-to-End Automation: Handles everything from the initial idea to a publication-ready PDF.
• Dynamic Workflows: Adapts in real-time based on research findings rather than following a rigid script.
• Human-in-the-Loop: Allows real-time human feedback and intervention.
• Domain Customizable: Modular architecture allows users to replace tools or agents to fit specific scientific fields.
• Conda-based Setup: Easy installation via environment files and support for HPC clusters via SLURM.