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Scientific Publishing

3 articles · Page 1 of 1
Data Party THU
Data Party THU
Jul 6, 2026 · Artificial Intelligence

Why Even a 10× Smarter AI Scientist Won’t Speed Up Science: The 300‑Year‑Old Paper Bottleneck

The article argues that despite rapid advances in AI scientists—automating literature review, hypothesis generation, experimentation, and writing—their impact on scientific speed is limited by a three‑century‑old research protocol, peer‑review bottlenecks, and incentive misalignments, which can only be overcome by redesigning the research artifact itself.

AI for ScienceAgent‑Native Research ArtifactArtificial Intelligence
0 likes · 12 min read
Why Even a 10× Smarter AI Scientist Won’t Speed Up Science: The 300‑Year‑Old Paper Bottleneck
Machine Learning Algorithms & Natural Language Processing
Machine Learning Algorithms & Natural Language Processing
Jun 4, 2026 · Artificial Intelligence

Is This the Last Human-Written Paper? Converting PDFs into AI-Executable Research Artifacts

A collaborative paper by 37 scholars from Stanford, MIT, CMU and others argues that the centuries‑old PDF format imposes hidden storytelling and engineering taxes, proposes a four‑layer Agent‑Native Research Artifact (ARA) to preserve full experimental detail, and shows through benchmarks that ARA dramatically improves AI agents' understanding, reproduction and extension of research.

AI researchAgent-native artifactsMachine Learning
0 likes · 10 min read
Is This the Last Human-Written Paper? Converting PDFs into AI-Executable Research Artifacts