Machine Learning Algorithms & Natural Language Processing

Jul 5, 2026 · Artificial Intelligence

Why Even 10× Smarter AI Scientists Won’t Accelerate Science: The 300‑Year‑Old Paper Bottleneck

The article argues that despite rapid advances in AI scientists, scientific progress remains limited by the centuries‑old paper format, peer‑review constraints, and incentive structures, and proposes an Agent‑Native Research Artifact to make research forkable and preserve failed experiments, dramatically improving reproducibility and understanding.