Explore AI that moves inference closer to the data — from the edge to the device itself.
Can this image classifier maintain its intelligence while becoming small enough for the edge?
Can this image classifier maintain its intelligence while becoming small enough for the edge?
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Deploying neural networks and intelligent decision loops on raw silicon targets.
Understanding how a Process changes throughout its lifetime.
A process does not have exclusive ownership of the processor. If it did, a single file download or input wait would freeze your entire system. To keep the computer responsive, the Operating System must constantly swap processes in and out of execution.
For the Kernel to coordinate this dance, it must know exactly what each process is doing at any given millisecond.
* Is it actively executing? * Is it waiting for a key press? * Is it ready to run, but waiting for its turn?
To track this, the Kernel manages every process through a formal Process Lifecycle.
At any moment, a process exists in one of five primary states. The transitions between these states form a precise state machine managed entirely by the Kernel.
Let's understand what happens inside each of these moments:
A process never changes state arbitrarily. Transitions are driven entirely by hardware and software events.
Consider the typical journey of an application loading a file:
1. Running: The process starts reading a file. Because disk access takes millions of CPU cycles, continuing to sit on the CPU would stall the system. 2. Waiting: The process yields the CPU and enters the Waiting state. The Kernel parks it away. The CPU is now completely free to run other ready tasks. 3. Ready: Once the disk controller reads the file, it fires an interrupt. The Kernel realizes the data is ready, pulls the process out of the Waiting pool, and moves it to the Ready queue. 4. Running Again: The Kernel selects the process from the Ready queue and schedules it onto the CPU. The process picks up exactly where it left off, reading the loaded memory.
Imagine a modern operating system running hundreds of processes simultaneously. Behind the scenes, the Kernel behaves like a coordinator in a chaotic theater. It must continuously maintain lists:
* Which process is currently using the processor? (Running) * Which processes are locked, waiting for files, keys, or networks? (Waiting) * Which processes are complete and need their resources cleaned up? (Terminated) * Which processes are ready to run right now? (Ready)
This constant shifting is the heartbeat of a responsive system. But as processes stream into the Ready queue, a critical dilemma emerges.
If there are ten processes standing in the Ready line, but only one processor core available, they cannot all execute at once.
Who decides which process is pulled out of line and given the CPU next?
And how do we ensure that every process gets a fair turn without starvation?
PrajnaEdge is a technology company exploring the space between understanding technology, experimenting with ideas, and turning them into things that can be experienced.
PrajnaEdge began with Embedded Systems — exploring the foundations that connect hardware, software and intelligent computation.
The first technology universe is built around that foundation. The journey will expand as new ideas, experiments and products emerge.
PrajnaEdge is a technology company created by Devaharsha Meesarapu.
I am the engineer behind the design, development, and content of PrajnaEdge. I build low-level systems where code directly controls hardware, bridging the gap between register-level silicon behavior and intelligent edge decision loops.
I am an Embedded Firmware Engineer focused on developing software for resource-constrained systems. My experience spans bare-metal firmware, device drivers, microcontroller peripherals, and communication protocols, working across the boundary between hardware and software.
My work has involved microcontroller-based systems, real-time behaviour, hardware interfaces, and communication technologies such as CAN, CAN FD, UART, SPI, and I²C. I am particularly interested in understanding systems from the lowest level upward—from registers and peripherals to intelligent edge systems.
Engineering is not just about writing code; it is about managing constraints, timings, and physical hardware characteristics. True mastery of complex systems comes from understanding the interactions across different layers of the stack.
This conviction is why I built PrajnaEdge—to bridge the gap between conceptual theory and direct, register-level physical reality.
Software that runs directly on hardware without an operating system.
"Every embedded application begins long before main()."
An Operating System manages hardware and software resources so complex applications can work efficiently.
"When one loop is no longer enough to carry the burden."
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Product Terms & Licensing
PrajnaEdge is an interactive learning platform designed for systems engineers, developers, and technology enthusiasts. The educational materials, simulation blocks, and visual code tracers are provided for instruction and concept validation. We make no warranty regarding their completeness or applicability to real-world industrial systems.
The software, interactive widgets, diagrams, illustrations, custom SVG architectures, and textual documentation on this site are copyright © 2026 PrajnaEdge. All rights reserved. Reproduction, modifications, or scraping of this content without prior written permission is strictly prohibited.
PrajnaEdge is committed to learning privacy. We do not sell user data. Analytical event tracking is used solely to study click telemetry and help improve visual guides.