KapiPalpiBot
An automated crypto trading bot that filters three independent signal sources through one central risk gate and executes on Binance futures and spot. Roughly 45k lines of Python with 2,300+ tests, engineered observe-first: every change ships flag-gated and shadow-logged until out-of-sample validation proves its edge. Runs 24/7 as a systemd service on Oracle Cloud, behind a TLS-secured dashboard and read-only JSON API, with a multi-provider AI classification layer, and a parity-proven Python 3.9 to 3.12 migration.