Li et al. 2025 explicitly periodize the field, naming Boiko et al. 2023's Coscientist and Huang et al. 2025's Biomni as markers of a 'scientific-agent phase' beginning in 2023 — framing these independently developed systems as milestones of a single transition to autonomous experiment design and workflow iteration.
E46 supports Li et al.'s periodization naming Coscientist and Biomni within a scientific-agent phase beginning in 2023 characterized by autonomous experiment design and workflow iteration, but the cited text neither attributes Biomni to Huang et al. 2025 nor describes these systems as independently developed.
Written by Kimi K3 via Ollama Cloud · checked by GLM-5.3 via Ollama Cloud · 1 Oct, 04:32
Source chain
AEvery quote below was checked, without a model, to appear verbatim in its source.
- 01
“Since 2023, Sci-LLMs have advanced into the scientific-agent phase. Systems built around models such as Coscientist (an autonomous chemistry research agent), Biomni (a biomedical multi-agent system)”
Full-text passage · p. 6 · evidence E46
(4) Since 2023, Sci-LLMs have advanced into the scientific-agent phase. Systems built around models such as Coscientist (an autonomous chemistry research agent), Biomni (a biomedical multi-agent system), and InternAgent (a general scientific agent framework) have begun to take shape. In this stage, AI no longer merely understands the concepts of science - it can autonomously design experiments, generate research papers, and iterate on research workflows. Page 6 of 13 Li et al. AI Agent 2025, 1, 8 | https://dx.doi.org/10.20517/aiagent.2025.08
Passage read from f.oaes.cc, which may be a preprint rather than the published version.
- 02
“an artificial intelligence system driven by GPT-4 that autonomously designs, plans and performs complex experiments”
Full-text passage · no page number · evidence E19
Passage read from www.ebi.ac.uk, which may be a preprint rather than the published version.