Students Professional
JA EN

#ai-scientist

2 articles

01 ·Training & Alignment·★ MEMBER·PAPER·10 min read Paper Walkthrough: PaperGym — Turning One Paper Into a Graded Training Environment for Research Plans A research plan has no answer key, so reinforcement learning has no environment. This paper splits each paper into four drawers and builds the question and the grading criteria from different drawers, producing 20,000 training environments where paraphrasing the prompt no longer earns reward. 02 ·Agents·★ MEMBER·PAPER·11 min read Paper Walkthrough: OmniScientist — An AI Scientist That Actually Looks at the Raw Data Automating every step of the research workflow doesn't help much if the only thing the agent ever sees is somebody else's summary table. OmniScientist puts raw waveforms, images and 3-D point clouds in front of the agent for the whole research lifecycle and enforces the gates in Python — walked through from the paper itself, up to the 21.7% finding buried in a seismic benchmark.