Victorious

KSL Assistant is a browser-based prototype that helps a Deaf customer communicate with a mobile-money agent in Kenya. The customer signs a small set of words to a webcam; hand landmarks from MediaPipe are classified in the browser, and Meta's Muse Spark turns each confirmed sign sequence into an English or Kiswahili sentence with an intent, asking a clarifying question when the signs are unclear. Nothing is spoken until the customer confirms with a YES sign, and transactions are simulated only — no real money moves. Built solo during the hackathon, it is a proof of concept for one everyday conversation, not a sign-language translator: it recognises 10 signs and has not yet been validated by Deaf KSL signers.