Robert discusses the nuances of memory access errors, emphasizing the ambiguity surrounding terms like buffer overflow and the importance of understanding out-of-bounds access in C. He clarifies misconceptions about integer overflow and the non-existence of integer underflow. Additionally, the conversation touches on memory leaks, highlighting the consequences of failing to free allocated memory and how it can lead to runtime issues.