PrajnaEdge
A curiosphere for curious minds who want to understand, experiment with, and experience technology.
To continue exploring
Technology, made tangible.

Where does intelligence run?

Explore AI that moves inference closer to the data — from the edge to the device itself.

AI inference runs at or near the point where data is generated, rather than relying on a remote cloud.
Edge AI Computer Vision

Image Classification

Can this image classifier maintain its intelligence while becoming small enough for the edge?

// Coming soon
Edge AI Playground

Image Classification

Can this image classifier maintain its intelligence while becoming small enough for the edge?

Choose an image

Upload an image
Supports JPG, JPEG, PNG
This classifier recognizes only Apple, Banana, and Orange. Other objects may be incorrectly classified as one of these classes.

Choose the model

Model size
4.91 MiB
Largest activation
~625 KiB
Test accuracy
99.11%
Measured model accuracy
Your image is processed locally in your browser.
On-Device AI
On-Device AI Playground
// Coming soon

Explore the ideas, systems and connections that shape technology — choose any node to begin your journey.

PrajnaEdge Navigation Tree
Embedded Systems Tree

Edge AI Demonstrations

Deploying neural networks and intelligent decision loops on raw silicon targets.

Sort:
Operating Systems

Remembering the Moment

How the Kernel preserves a Process between interruptions.

KernelProcessPCBMemoryOperating Systems

1. The Bookmark Analogy

Imagine reading a large, complex textbook. Suddenly, the phone rings.

You cannot simply close the book and walk away. If you do, you will lose your place and have to search through hundreds of pages to find where you left off. Instead, you perform a simple action: you place a bookmark on the page.

The bookmark doesn't contain the story of the book. It is simply a tiny record that preserves your exact place, allowing you to close the book, take the call, and later open the textbook to continue reading as if you had never been interrupted.

The Kernel needs a bookmark for every process.

2. The dedicated Record: PCB

To solve this problem, the Kernel creates a dedicated tracking record for every process the moment it is born.

Whenever a process is interrupted, the Kernel does not simply wipe the CPU core's state. Instead, it copies the process's current execution status into this tracking record. When the process is selected to run again, the Kernel reads this record, restores the state, and points the CPU back to the exact instruction where it was paused.

This dedicated record is called the Process Control Block (PCB).

3. The Preservation Loop

The lifecycle of preemption and state preservation operates in a continuous loop:

1. RUNNING Process on CPU 2. INTERRUPT CPU Preempted 3. KERNEL Intervenes 4. SAVE TO PCB Freeze Progress 5. RESTORE Reload State 6. RESUME Run from Pause

4. Inside the PCB

What information must a "bookmark" store to preserve a process? Rather than capturing the entire memory footprint of the program, the PCB holds key metadata fields:

Process ID (PID)
A unique integer assigned by the OS to identify the process across the entire system.
Process State
Tracks where the process sits in its lifecycle: Running, Ready to execute, or Waiting on hardware resources.
Program Counter (PC)
The memory address pointer indicating exactly which machine instruction the process must execute next.
Registers
Temporary numeric slots inside the CPU holding scratch variables and arithmetic offsets at the split-second of preemption.
Stack Pointer
Locates the current nested layer of function calls and local variables stored in transient RAM.
Memory Management Info
Maps the boundaries of the process's private memory range (pages, segment tables) to protect it from other tasks.
System Resources
Tracks active resources allocated to the task, including open file descriptors, network sockets, or active peripheral channels.

5. Where Does the PCB Live?

A running user process executes instructions within its own memory bounds. But a process is not permitted to touch or modify its own "bookmark." If it could, a bug inside a program could overwrite its own state or access the bookmarks of other programs, compromising security.

Therefore, PCBs live entirely inside Kernel Memory.

When a process executes, it sits in User Space. But the moment an interrupt triggers, control swaps to Supervisor Mode, and the Kernel saves the state into its own protected region of RAM:

PHYSICAL RAM LAYOUT
KERNEL MEMORY PCB 1 (P1 Bookmark) PCB 2 (P2 Bookmark) PCB 3 (P3 Bookmark) USER SPACE (PROCESS MEMORY) Process 1 RAM (Private Space) Process 2 RAM (Private Space) Process 3 RAM (Private Space) Protected Hardware Memory Boundaries

6. The Limit of Memory

The Process Control Block ensures that no task is lost. Because of these bookmarks, the Kernel has the power to capture the exact state of any execution line.

But memory alone does not bring a process back to life. Having a bookmark inside a book does not open the page or begin the reading.

The Kernel now remembers every process.

But remembering alone does not resume execution.

How does one running process... become another?

System Tree Node Operating Systems

PrajnaEdge

Engineering concepts you don't just read — you experience.
Founded in 2026.

PrajnaEdge is a technology company exploring the space between understanding technology, experimenting with ideas, and turning them into things that can be experienced.

Our Mission

To make technology easier to explore, deeper to understand, and more exciting to experience.

Our Vision

To build a technology ecosystem where curiosity, experimentation and creation continuously lead to one another.

Where it began

Embedded Systems

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.

CREATOR PROFILE

Devaharsha Meesarapu

Embedded Systems • Firmware • Edge AI

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.

View Resume →

ABOUT ME

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 PHILOSOPHY

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.

CONNECT

LinkedIn → GitHub →

Interactive Career Journey

Let's Connect
Interested in embedded systems, AI, or building something meaningful? I'd love to hear from you.
Open to collaborations, research, and interesting engineering conversations.
Help Improve PrajnaEdge
Found something to improve? I'd love to hear your thoughts.

Bare Metal

Software that runs directly on hardware without an operating system.

Applications
Operating Systems
YOU ARE HERE
Bare Metal
Processor
Hardware

"Every embedded application begins long before main()."

Operating Systems

An Operating System manages hardware and software resources so complex applications can work efficiently.

Applications
YOU ARE HERE
Operating Systems
Bare Metal
Processor
Hardware

"When one loop is no longer enough to carry the burden."

Support PrajnaEdge

PrajnaEdge is an independent education platform built to make knowledge freely accessible.

If you find PrajnaEdge useful, you can support its continued development.

Your support helps fund the time, tools, infrastructure, and experimentation that go into building and maintaining PrajnaEdge.

Select Region
Select Amount
Select an amount to support PrajnaEdge.