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  1. Webinar for the ISCB Student Council RSG-Nigeria August 2026 Webinar Series on AI in bioinformatics: how to use the tools effectively, where the models fall short, and the mindset shift needed to steer the tools rather than be steered by them.

  2. Two important essays on AI in drug discovery landed in August.

  3. Webinar for the SAPA Data Science Community on multiomics integration: what the major methods (fusion approaches, matrix factorization, deep learning) actually deliver, and the pitfalls that trip people up (batch effects, mismatched scales, missing modali…

  4. Led a hands-on workshop at the 28th SAPA-NE Annual Conference on using Claude Code for RNA-seq analysis.

  5. Morning session with RSG Pakistan, the official Pakistani chapter of the International Society for Computational Biology Student Council, sharing my bioinformatics journey and career stories.

  6. Two sessions at DataDrivenPharma East 2026: Panelist, Personal branding in biotech and pharma (1:15 PM).

  7. A colleague sent me a PCA plot last week.

  8. In Data Analysis We Trust

  9. Almost three years ago I wrote Has AI Changed the Course of Drug Development?.

  10. Panel discussion at the SAPA-NE x Moderna 2026 Career Development Workshop Part 2 on owning your career narrative in a changing biotech industry.

  11. My first blog post in a long time!

  12. Featured in The Data Wire on the data quality challenges that dominate real-world bioinformatics work.