#science

• 15 Sept 2026 · Paper summary

  Paper summary: Atria Dawn: The Dawn of Agentic Superintelligence

  Atria Dawn Preview is an agentic language model for research and engineering trained on verified tool-mediated experience; alongside benchmarks, the paper studies 769 real task records from 56 people working with it.

• 27 Mar 2026 · Paper summary

  Paper summary: Intern-S1-Pro: Scientific Multimodal Foundation Model at Trillion Scale

  Intern-S1-Pro is described as the first one-trillion-parameter scientific multimodal foundation model, covering over 100 specialised science tasks while staying top-tier among open models on general ability.

• 17 Mar 2026 · Paper summary

  Paper summary: AI Can Learn Scientific Taste

  Reinforcement Learning from Community Feedback trains a "Scientific Judge" on signals like citations, and a "Scientific Thinker" that proposes research ideas; the judge generalises to future years and unseen fields.

• 13 Aug 2024 · Paper summary

  Paper summary: The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

  The AI Scientist chains LLM steps that generate research ideas, write and run experiment code, write a full paper and review it with an automated reviewer, as a framework for fully automated research.