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Aug 5, 08:06 PM
CellForge AI Automates Virtual Cell Modeling, Lifts Accuracy by 22%
Bio
AI Modeling
Science
AI

CellForge AI Automates Virtual Cell Modeling, Lifts Accuracy by 22%

Authors
  • AK
  • Rohan Paul
  • antisense.
3

A team of computer scientists and biologists has released CellForge, an open-source system that uses a crew of specialized large-language-model agents to design, code and run computational models of virtual cells with no human intervention. The paper, posted on arXiv on 4 August, shows the platform converting raw single-cell multi-omics data and a high-level research objective directly into an optimized model architecture and executable code. CellForge assigns role-specific agents—such as Task Analysis, CPU and GPU coding, and rendering helpers—to collaborate until they reach consensus on a modelling strategy. In tests across six datasets covering gene knockouts, drug treatments and cytokine stimulations, the approach delivered models that were on average 22% more accurate than task-specific state-of-the-art baselines, according to the authors. Backers say the technology could shorten the virtual-cell research cycle and accelerate drug-discovery workflows by automating programming tasks that typically require cross-disciplinary teams. The full codebase has been made available on GitHub for academic and commercial use.

Written with ChatGPT .

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