AI Research Analysis

Can AI Agents Do AI Research? ResearchGym and the Push to Benchmark Agentic Science

ResearchGym withholds five papers' methods and asks agents to rediscover them. Agents beat the baseline in 1 of 15 evaluations and finished 26.5% of sub-tasks.

By Institute for Joint Cognition & AI · 5 min · 6 October 2026

The beat, in 6 parts

01 Machine Learning Mollifier Layers: A New Way to Stabilize Neural Networks Solving Inverse PDEs 4 pieces 02 AI Research Can AI Agents Do AI Research? ResearchGym and the Push to Benchmark Agentic Science 5 pieces 03 Language Models Benchmark Contamination Is Breaking Model Evaluation: What a Credible Pipeline Looks Like 5 pieces 04 Computer Vision Open-Vocabulary Vision Models as Agentic Infrastructure: What Breaks When Grounding Fails 3 pieces 05 AI Systems Model Context Protocol Goes to Production: What the 2026-07-28 Spec Change Actually Fixes 7 pieces 06 AI Policy The GPAI Code of Practice Enforcement Window Opens: What August 2026 Actually Changes for Model Providers 4 pieces