Manage Memory

• Choose ownership model: host-owned vs device-owned buffers
• Minimize transfers; batch and reuse allocations
• Async copies with streams; overlap compute and IO
• Zero-copy and pinned memory considerations
• Debugging leaks and lifetime issues