deveshchipade.hashnode.devRace Condition - A Complete Deep DiveIn complex systems such as camera pipelines, GPU engines, DMA frameworks, kernel drivers, and multithreaded embedded software, correctness is far more important than raw speed. A system that runs fast but behaves unpredictably is fundamentally unreli...Feb 17·9 min read
deveshchipade.hashnode.devSmart Pointer - A Deep Dive into Medern Memory ManagementModern C++ is not just about performance. It is about correctness, safety, and clear ownership semantics. When you are building complex systems such as camera pipelines, GPU buffer managers, DMA engines, or multithreaded embedded software, manual mem...Feb 13·10 min read
deveshchipade.hashnode.devResource Acquisition Is Initialization (RAII)C++ is not just a language designed for raw performance but it is a language built for correctness under control. One of the most powerful ideas that enables this balance between efficiency and reliability is RAII, or Resource Acquisition Is Initiali...Feb 6·7 min read
deveshchipade.hashnode.devVirtual Channels (VC) in Camera Pipelines – A Complete Deep DiveModern automotive and embedded vision systems routinely handle multiple cameras simultaneously: fisheye, front-view, rear-view, surround-view, driver monitoring, long-range perception, etc.To make this scalable and pin-efficient, camera pipelines rel...Feb 5·8 min read
deveshchipade.hashnode.devCamera Pipeline in Embedded & Automotive SystemsFrom Image Sensor to SoC: Serializers, GMSL/FPD-Link, Deserializers, MIPI CSI-2 & Virtual Channels Modern embedded and automotive systems rely heavily on cameras for perception: surround view, driver monitoring, autonomous driving, robotics, ADAS, an...Feb 5·7 min read
