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

Where Does a File Actually Live?

Challenging the physical illusion of digital storage.

Operating SystemsFile ManagementFilesystemAbstraction

1. The Persistence Question

At the end of our memory management journey, we arrived at a fundamental limit of execution: physical RAM is volatile. The moment a system loses power, or a process completes its lifecycle, its virtual memory space vanishes. Its variables, call stacks, state machines, and buffers are immediately erased.

If our work is to survive, we need a mechanism to write it onto a physical medium that does not forget when the electricity stops.

When you want to save a note, a photo, or a document, you create a file. We interact with them every day:

What the User Sees: The Folder Illusion A collection of distinct, self-contained items sitting in a folder. notes.txt photo.jpg PDF resume.pdf program.exe database.db

We can see these files. We can give them names. We can open them, modify their contents, and save them. We treat them as contiguous, self-contained units sitting inside directories.

But where does a file actually live? How does a collection of bytes relate to physical sectors of spinning platters or silicon cells?

2. Pulling Away the Interface

In reality, a file is not a physical object, nor is it a contiguous block of space on a disk.

A file is an abstraction provided by the operating system and the filesystem.

When your text editor wants to read notes.txt, it does not know where the data is stored physically. It does not know if the disk is an SSD using flash translation layers, a magnetic disk with rotating heads, or a network-mapped partition across the world. The application only knows the logical file interface:

The Layered Abstraction of Persistent Storage Application Layer (e.g., Text Editor) File Abstraction (open, read, write) Filesystem (NTFS, ext4, FAT32) Physical Storage (Sectors, NAND Flash)

The operating system coordinates with the filesystem to translate simple, sequential operations—like "give me the next 100 bytes of this file"—into raw device commands, handling block layouts, physical addressing, and controller limits.

The file is the boundary of translation.

3. Filename vs. Metadata vs. Contents

To understand the translation, we must separate the concept of a file into three distinct parts:

1. The Name (Namespace): The user-facing label (e.g., notes.txt) that exists inside a directory structure. 2. The Metadata (Identity): The properties of the file (size, creation date, ownership, access control, and allocation maps). 3. The Contents (Payload): The actual sequence of bytes written onto physical sectors.

A common beginner mistake is to think that the name of a file and its contents are the same physical thing. In practice, they are separated:

DIRECTORY ENTRY "notes.txt" Namespace Map FILE METADATA Size: 42 Bytes Owner: user_01 Created: 2026-08-11 Blocks: #405, #912 PHYSICAL SECTORS Sector #405 (256 B) Sector #912 (256 B)

The string "notes.txt" is simply an entry in a directory map pointing to the file's metadata index. The metadata, in turn, points to the actual sectors on the storage media where the payload byte stream resides.

4. What Must the Filesystem Track?

Because of this separation, the filesystem needs to maintain detailed records about the status of each file beyond its raw payload data. Conceptually, every filesystem tracks two categories of information:

* File Metadata: * Identity & Attributes: File permissions, owner user/group, and creation/modification/access timestamps. * System Properties: File size in bytes, allocation state, and the type of file (directory, regular file, symbolic link, or device node). * Block Addressing Maps: * Descriptions of where the actual data blocks reside physically on the storage sectors. Depending on the filesystem design, these can be a chain of index blocks, raw block offset tables, or a range map (extents).

The exact layout of metadata and block tracking differs between designs (for example, FAT structures use a simple linked allocation table, whereas Linux filesystems use index nodes (inodes)). Regardless of the implementation details, the fundamental model is identical: separating what the file is from where its data is stored.

5. Universal Abstraction, Diverse Implementations

The file abstraction is universal across modern operating systems, from desktops to mobile environments:

* Windows: Relies on NTFS or FAT filesystems. * macOS: Uses APFS. * Linux: Primarily uses ext4, Btrfs, or XFS. * Android: Typically runs ext4 or F2FS on flash media partitions.

Although their internal metadata structures, block allocations, safety journals, and optimization rules differ, they all expose the same consistent file model to applications. When your code invokes standard file system calls, it functions across these platforms because the operating system hides implementation variance behind the file interface.

6. The Next Step: Conversing with the Abstraction

A file is an abstraction. But an application still needs a way to communicate with this abstraction—telling the operating system which file it wants to access and what operations it needs to perform.

If the application does not hold the physical file directly, how does it reference it? How does the kernel keep track of which application has access to which file?

This leads to the next step:

If the application does not directly hold the physical file, how does it tell the operating system which file it wants to read or write?

In our next exploration, we will dive into how applications request files, how the kernel grants access, and how the system tracks files that are in active use: The File Isn't Open.

The Logical Boundary

A file is a construct designed to insulate application programs from the complex, device-dependent details of physical storage.

Behind a simple name like notes.txt sits a multi-layered ecosystem of directories, metadata indexes, and sector block mapping matrices.

A file is not data on a disk; it is a translation interface through which the operating system presents persistence to execution.
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.