Scientific purpose
Distinguish consequential questions from novelty alone, and understand tasks through data generation, experiments and real users.
JOIN AI4SC
Advancing AI × single-cell science takes people with depth in their own field and curiosity about others. AI4SC values long-term questions, rigorous validation, engineering quality and collaboration that enables everyone to do better work.
Distinguish consequential questions from novelty alone, and understand tasks through data generation, experiments and real users.
Explain assumptions and limits clearly, while learning the evidence standards and working rhythms of other fields.
Value controls, reproduction, external tests and failure analysis; never present correlation as mechanism or hide scope limits.
Treat clear code, data governance, documentation, versioning and maintenance as components of scientific quality.
The paths below describe our intended talent and collaboration model; they are not active vacancies. Roles, availability, criteria and application procedures remain subject to formal announcements.
Develop independent directions within a long-term agenda and build complete evidence chains with experimental, computational and engineering teams.
Grow method, data and experiment-bridging capabilities through focused questions and cross-disciplinary mentorship.
Build data systems, model infrastructure, analysis tools and dependable software that make methods usable and reproducible.
Combine complementary data, methods or validation capabilities through scoped or sustained collaborations with clear goals and contributions.
We aim for a culture that makes room for long-term thinking, candid discussion, rapid testing and durable scientific assets.
That means placing evidence above attachment to an idea, recognizing contribution over guarding territory, and preferring reproducible value over short-term display. Interdisciplinary work does not require everyone to master every field; it requires a team able to locate uncertainty, distribute expert judgement and share responsibility for the final claim.