No AI agent met the expert bar on open national-lab research tasks
Of 135 submissions from nine agents, 114 failed integrity checks, and only GPT-6 Astra produced one complete paper.
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Stories tagged #autonomous-research
SplatLab autonomously reproduces and extends 3DGS papers
On PSNR-targeted runs, manuscripts beat reproduced baselines by 0.18 to 3.78 dB, the paper says.
Multi-agent AI team finds linear attention designs that beat GDN2
Agents with distinct disciplines, private histories, and adaptive allocation report gains over GDN2 at 1.3B scale.
Épi agent reports 120 record-setting autonomous research results
Authors say Épi-turbo beat Codex by 5.4% on 30 FrontierOR tasks at 64% of the model cost.
Athanor: An Agent-Native System for Autonomous Post-Training Research
Athanor agents autonomously post-trained Qwen3-4B-Base to match official Qwen3-4B-Instruct on held-out tasks.
Discovery Foundation Models: Toward Open-Ended Discovery Intelligence
Proposes Discovery Foundation Models that participate in creating new problems and knowledge, instantiated in Zetema and the GALILEO therapeutic-discovery system.
Autonomous Research for Open-Ended Problems: A Case Study on Telecom Ticket Retrieval
Case study shows autonomous LLM research reaches 90% of SOTA on telecom ticket retrieval in 10 weeks versus 10 months human work.