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-**Virtual Cell initiative:** Fine‑tune multi‑modal LLMs over **knowledge graphs + text + RNA‑seq + phenotypic imaging** to model cell state and predict gene/drug responses; partnered closely with biology to design benchmark tasks and success metrics.
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-**TxPert (NeurIPS 2025):** Co‑developed a **state‑of‑the‑art transcriptomic perturbation predictor** using systems‑biology KGs; contributed training code, data curation, and ablations.
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-**TxPert:** Co‑developed a **state‑of‑the‑art transcriptomic perturbation predictor** using systems‑biology KGs; contributed training code, data curation, and ablations.
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-**Boltz2 project:** Contributed to proteome‑scale **virtual drug screening** components; supported evaluation strategy and error analysis across targets.
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-**Community:** Organiser, **Virtual Cell Journal Club**; fostered reading group bridging ML and wet‑lab teams.
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