Empirical Analysis Agent | Data Replication AI - Aurora Agent

All-in-one research assistant: data analysis, modeling, code execution & reproduction, AI imagery.

It unifies data analysis, statistical modeling, machine learning, data visualization, production-grade code engineering, paper code reproduction, and AI image generation into one agent. It works like an engineer: write a script, run it, read the results, and self-fix on errors. Upload data for analysis and high-quality charts, hand it a paper to reproduce its method code, or give it a complex multi-module project to build from scratch. It loads knowledge-base retrieval on demand when you need to consult your library.

What it can do

• File-based code execution: write, run, read results, self-fix on errors
• End-to-end analysis: cleaning → EDA → stats/modeling → visualization → report
• High-quality charts: unified design language, CJK fonts and grid details handled
• Paper reproduction: draft a plan first, then produce a modular runnable repo in stages
• Complex engineering: blueprint-first, file-by-file implementation, incremental verification
• AI imagery: concept diagrams, framework figures, cover images for reports

Best-fit tasks

• Analyze uploaded CSV/Excel and produce an illustrated report
• Regression, hypothesis testing, ML modeling and evaluation
• Reproduce a paper's method/model and run it to verify
• Build a multi-module data pipeline or modeling project from scratch
• Add professional data charts to back up conclusions