Theme — agents¶
Items in corpus: 21
Papers¶
- Agentic AI and in silico team science — Li et al., Nature Biotechnology, 2026
Position paper behind the agentic-FM intersection. - DeepRare — agentic system for rare-disease diagnosis with traceable reasoning — Zhao et al., Nature, 2026
Multi-agent LLM diagnosis system that outperformed physicians on rare-disease cases — the agentic-clinical proof point. - VCWorld — biological world model for virtual cell simulation — Shuangjia Zheng lab et al., arXiv, 2025
White-box LLM-driven simulator: stepwise mechanistic reasoning, SOTA on drug-perturbation benchmarks. Anti-black-box alternative.
Tools¶
- rBio — reasoning model trained on TranscriptFormer — CZ Biohub, 2025
Agent that REASONS OVER a virtual cell as a verifier. - VCHarness — autonomous virtual-cell builder — bioRxiv (BioMap), 2026
Agent that BUILDS virtual-cell models end to end. - CellVoyager — autonomous comp-bio agent — Nature Methods, 2026
Agent that ANALYSES single-cell data with the FM as substrate. - MedAgentGym
Agentic environment / benchmark for training and evaluating medical AI agents. - PathChat-DX — Mahmood Lab, 2025
First generative-AI pathology tool with FDA Breakthrough Designation (Jan 2025). - PathChat / PathChat-2 / PathChat-DX — Nature, 2024
Mahmood vision-language pathology assistant; DX got FDA Breakthrough. - VCHarness (GenBio AI) — GenBio AI
Genbio's autonomous virtual-cell builder agent — see the paper too. - VCR-Agent
Virtual-cell reasoning agent — name only. - PathChat-2 — Mahmood Lab, 2026
Successor instruction-tuned pathology assistant (>1M pairs). - BenchSci
Life-science research platform — biology-paper search agent. - Owkin Pathology Explorer in Claude — Owkin, 2026
Agent using pathology FMs inside Claude's clinical workflow — production agent-using-FM example. - DrugReflector — 2026
2026 AI drug-screening foundation model picked up in industry coverage — provenance still firming up.
Organisations¶
- BioMap Research + MBZUAI — Le Song & Eric Xing
China/Middle-East virtual-cell competitor (VCHarness, xTrimo).
People¶
- Bo Wang — U. Toronto / Vector
scGPT PI; 2026 pivot to agentic AI (X-Cell). - Le Song / Eric Xing — BioMap + MBZUAI
VCHarness; autonomous virtual-cell direction from China.
Commentary¶
- From equations to agents — the AI virtual cell reshaping precision oncology — The Innovation Oncology (perspective), 2026
Clinical-oncology framing of the AIVC story. - Latent Space podcast — Swyx & Alessio
AI podcast that books biology-FM founders.
Move¶
- PathChat-DX FDA Breakthrough Designation — 2025
First generative-AI pathology tool to win FDA Breakthrough.
Regenerated 2026-05-15 from a 277-item corpus by resourcelib-views.