I built a neural cell type classifier in under an hour using AI. The goal wasn’t speed alone — it was to test how models implement workflows from a detailed prompt, the assumptions they make, and what gets lost. Here’s what effective AI-assisted development actually looks like:

Just now catching my breath after a fantastic #SMBE2025 a few weeks back. I’m deeply grateful to the local organizers and to @official-smbe.bsky.social for the Graduate Student Excellence Award and for the chance to share my work. It was an honor to present among such brilliant researchers.

Thank you very much! It was a great conference.

So many great talks from all the students in @lablabella.bsky.social! Let's keep in touch!

Really enjoyed your talk @averydb.bsky.social! I'd never considered that frequent transcription of tRNA genes would drive up the local mutation rate, but it makes sense in hindsight.

@hverdonk.bsky.social et al. expand on multiclass synonymous substitution (MSS) models, revealing widespread selection on synonymous codon usage across ~12K Drosophila genes. 🔗 doi.org/10.1093/molb... #evobio #molbio #selection

I'm honored to receive the Graduate Student Excellence Award and excited to present my research in Beijing this summer!