Turn any arxiv research paper into a runnable Python implementation. Stop re-reading methodology sections — start running experiments.
Drop any arxiv paper link. Shortlyst downloads the PDF, parses the full text, and identifies the core methodology and architecture.
supports arxiv + PDF uploadOur model reads the paper like a researcher would — identifying the architecture, loss functions, training procedure, and key hyperparameters from methodology sections.
figures + equations includedReceive clean, well-documented Python code with proper imports, model definitions, training loops, and inline comments referencing original paper sections.
pip install → python run.pyQuickly prototype architectures from new papers. Skip the boilerplate and get straight to experiments. Compare approaches side-by-side with generated code.
Reproduce paper results without spending weeks on implementation. Validate methodology claims with working code. Build on prior work faster.
Evaluate SOTA approaches before committing engineering resources. Get working prototypes for architecture reviews. Accelerate your research-to-production pipeline.
ML/AI papers with clear methodology sections work best — think model architectures, training procedures, and novel algorithms. Papers with strong mathematical notation and clear pseudocode produce the best output.
It's prototype-ready. The code is clean, documented, and runnable — but it's meant for experimentation and validation, not direct production deployment. Think of it as a massive head start.
Output is primarily PyTorch, since that's what most research uses. We generate standard Python with pip-installable dependencies. JAX and TensorFlow support are on the roadmap.
Yes, on Pro and Team plans. Free users can paste arxiv URLs, and we'll fetch the paper automatically. Pro users can upload any research PDF directly.
For well-structured ML papers, we capture the core architecture and training procedure with high fidelity. We include inline comments linking back to paper sections so you can verify every decision.
Yes. 3 papers per month, no credit card required. We want you to see the quality before you commit. The free tier never expires.
Paste your first arxiv link and get working code in under a minute. No signup. No credit card. Just results.
Try it now — it's free →