The document discusses some of the key challenges in developing software for embedded systems with resource constraints including limited memory, processing power, and battery life. It notes the need to minimize code size, RAM usage, and power consumption while ensuring real-time performance and supporting multiple hardware platforms. Extensive testing is also required given the complexity and lack of debugging tools for some embedded systems.