From APIs to a Mac-native, privacy-first finance app: importing bank CSVs, on-device ML categorization, a color-coded Subscriptions Calendar, and a roadmap toward bank-statement reconciliation — all offline.

What I learned building a provider-agnostic evaluation harness that pits LLMs against Stockfish with calibrated difficulty.

How I turned intramural chaos into a privacy-first stack—scraper → Rust API → Next.js hub—that makes uOttawa sports feel pro.

Combining text and visual signals to robustly detect phishing attempts in the wild.