Black Bee Drones is a continuing Universidade Federal de Itajubá student competition project developing intelligent unmanned aircraft. UNIFEI sources document autonomous-aircraft design, flight testing, fixed-wing autonomous flight, and third-place plus Noise-Free Challenge results at IMAV.