I got frustrated. Every research project meant the same drill — spin up a Colab notebook, pull papers from Papers With Code, upload checkpoints to Hugging Face, set up W&B logging, then start the actual work. Half the day gone before writing a single line of science.
Veil is the platform I wished existed: a single place where the literature, the training loop, the evaluation harness, and the write-up all talk to each other — driven by AI that actually understands what a researcher needs.
WHAT VEIL IS ABOUT
The research platform that
stays out of your way.
One unified workspace
Stop juggling Colab, Papers With Code, and Hugging Face. Veil pulls training, literature, and writing into a single flow.
Four specialized AI modes
Research, Biology, Flywheel, and Write — each tuned for the exact task at hand, not a generic chat box.
Your compute, your credentials
Bring your own API keys and GPU budget. Veil orchestrates the infra without locking you into proprietary hardware.
THE FOUR MODES
Purpose-built for every research task.
Literature synthesis, hypothesis framing, GPU training orchestration, and manuscript drafting — all connected.
Protein design, genomics pipelines, pathway analysis, and biomedical reasoning with domain-aware context.
Auto fine-tuning loops, evaluation harnesses, and compounding model improvements — close the feedback loop automatically.
Verified citations, clean LaTeX generation, and camera-ready formatting for NeurIPS, ICML, and beyond.
WHAT WE'RE BUILDING
The roadmap ahead.
We ship fast. These are the next things coming out of the lab.
Persistent background agents that run experiments, poll results, and surface findings while you sleep.
Kick off LoRA and full fine-tuning runs directly from the dashboard — no DevOps, no SSH.
Chain specialized agents: one reads papers, one writes code, one runs evals — all coordinated.
Protein structure queries, pathway analysis, and genomics reasoning with AlphaFold3 and ESM3 in the loop.
Automated benchmark runs with custom metrics, model comparisons, and versioned result tracking.