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Jing-Yu Lu

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#artificial intelligence Preprint Sep 2026

Research-Native by Construction: Minimal Nodes, Re-verifiable Workflows, and Compounding Memory for Long-Horizon Scientific Agents

We describe AfS (Agent for Science), a platform built for long-horizon scientific work, where a project runs for tens of hours across dozens of agent runs with a human present only occasionally. Most agents for science are general coding agents with a skills folder attached, and they inherit that lineage's failure mode...

Ding Wang, Yu Liu, Bing Cui et al. · 0 citations

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