Things I've shipped — and what I learned shipping them

Can filings that follow no common format become data you can trust?

Two page disclosures, three hundred page annual reports, scans with no text layer, decks where the numbers hide inside charts. One pipeline that routes every page by quality and flags what it could not read.

How do engineers find code another team already wrote, without knowing who to ask?

Read every internal repository in place, through a read only token, without cloning any of them. Then keep a model that does not follow instructions reliably from going off the rails while it does.

Portfolio management and analytics product for MS Capital's institutional and HNI clients. I owned the Portfolio Module — real-time P&L, sector allocations, simulations — and built an in-browser Excel editor that handles their real financial workbooks without ever touching desktop Excel.

A multi-dimensional equity screener letting analysts filter every NSE/BSE-listed company across financials, valuation, market structure, shareholding pattern, and price metrics — from a single composable interface with saved screeners and alerts.