Production AI · biomedical researchPolly Lens
If you give it a gene-disease pair, Polly Lens traces mechanism-of-action evidence into cited review drafts that an expert can examine.
- The hard parts are retrieval quality, evidence grades, and behavior when the evidence is thin.
- My role covers agent architecture, product behavior, evaluation, and reliability.
Voice-first · public health accessVaidya
A caller asks about health coverage in their own language and hears which scheme they can claim.
- It answers by phone in 23 languages, so it needs no app and no written English.
- A wrong yes costs more than a slow no, so false positives stay near zero.
Product · interview preparationA study platform for AI engineering interviews, with 2,049 expert answers across 28 topics.
- It has quiz, spaced-repetition, and progress modes, so practice forces recall.
- It reached roughly 650 organic users in its first three weeks.
Open source · biomedical retrievalPMCGrab is a Python package. It converts PubMed Central papers into JSON with sections, tables, figures, and references.
- It extracts at 98% accuracy, measured across more than 7,500 papers.
- The public source lets a reader inspect the extraction.