Srijit Seal

Questions about the quality of future discoveries, as well as their number.

Late-night slide preparation and familiar requests from reviewers.

Questions about pay and working-hour expectations in startup job postings.

The Polaris collaboration on testing whether models generalize to new chemistry.

Our Perspective in Nature Reviews Drug Discovery on the current state of AI in the field.

Reflections on reviewing datasets and evaluations for NeurIPS.

Reference managers, DOI checks, and the responsibility to verify citations.

Using Codex while thinking through assay biology, validation, and activity cliffs.

An April 2026 collection of positions in pharma and biotech. Some roles may now be closed.

Our Cell Systems paper on cytotoxicity and mode-of-action analysis.

A March 2026 collection of positions in pharma and biotech. Some roles may now be closed.

The published review of applications and case studies from academia and industry.

Recognition from the SOT Regulatory and Safety Evaluation Specialty Section.

What I learned from colleagues across discovery science and computational toxicology.

A reflection on factual errors in reviews and the use of AI by reviewers.

Our Nature Communications paper on cell count, cytotoxicity, and benchmark design.

Statistical precision, model assumptions, and real-world sources of error.

A collaboration between researchers, startups, and venture partners.

A discussion of preprint policies and concerns about LLM-generated submissions.

A job asking for more years of PyTorch experience than PyTorch has existed.

Sharing a free reading link and thanking the review's co-authors.

Why imaging models need comparisons against technical controls.

Our Nature Methods review of the assay, its applications, and the community using it.

An invitation to discuss foundation models for non-clinical safety.

Models for liver toxicity, cardiotoxicity, cell imaging, and pharmacokinetics.

Linking image-based profiling to biological measurements and sharing ML-ready datasets.

Announcing the June 2023 conference at the University of Cambridge.

Celebrating a postponed graduation ceremony and the support behind my research.