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    <title>DEV Community: Aryan Agrawal</title>
    <description>The latest articles on DEV Community by Aryan Agrawal (@aryan_agrawal_2e1522058cf).</description>
    <link>https://dev.to/aryan_agrawal_2e1522058cf</link>
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      <title>DEV Community: Aryan Agrawal</title>
      <link>https://dev.to/aryan_agrawal_2e1522058cf</link>
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    <item>
      <title>Why India’s Drone Industry Needs Periplex: The Hardware Tool Drones Didn’t Know They Needed</title>
      <dc:creator>Aryan Agrawal</dc:creator>
      <pubDate>Fri, 16 May 2025 10:21:11 +0000</pubDate>
      <link>https://dev.to/aryan_agrawal_2e1522058cf/why-indias-drone-industry-needs-periplex-the-hardware-tool-drones-didnt-know-they-needed-k80</link>
      <guid>https://dev.to/aryan_agrawal_2e1522058cf/why-indias-drone-industry-needs-periplex-the-hardware-tool-drones-didnt-know-they-needed-k80</guid>
      <description>&lt;p&gt;As drones fly deeper into critical roles — from agricultural intelligence to autonomous mapping, from disaster response to military ops — the &lt;strong&gt;hardware stack&lt;/strong&gt; that powers them is undergoing a silent revolution.&lt;/p&gt;

&lt;p&gt;At the center of that transformation is &lt;strong&gt;Periplex&lt;/strong&gt; — a breakthrough tool from &lt;strong&gt;Vicharak’s Vaaman platform&lt;/strong&gt; that redefines how drone builders can interface with the real world.&lt;/p&gt;

&lt;p&gt;Forget writing firmware. Forget soldering extra ICs. Periplex lets you &lt;strong&gt;generate complex hardware peripherals — directly from a JSON file —&lt;/strong&gt; mapped onto an onboard FPGA. No microcontroller can match the flexibility and performance Periplex unlocks.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;What is Periplex?&lt;/strong&gt;&lt;br&gt;
Periplex is a hardware-generation engine. It converts JSON descriptions like this:&lt;/p&gt;

&lt;p&gt;{&lt;br&gt;
    "uart": [&lt;br&gt;
        {&lt;br&gt;
            "id": 0,&lt;br&gt;
            "TX": "GPIOT_RXP28",&lt;br&gt;
            "RX": "GPIOT_RXN28"&lt;br&gt;
        }&lt;br&gt;
    ],&lt;br&gt;
    "i2c": [&lt;br&gt;
        {&lt;br&gt;
            "id": 3,&lt;br&gt;
            "SCL": "GPIOT_RXP27",&lt;br&gt;
            "SDA": "GPIOT_RXP24"&lt;br&gt;
        },&lt;br&gt;
        {&lt;br&gt;
            "id": 4,&lt;br&gt;
            "SCL": "GPIOL_63",&lt;br&gt;
            "SDA": "GPIOT_RXN24"&lt;br&gt;
        }&lt;br&gt;
    ],&lt;br&gt;
    "gpio": [],&lt;br&gt;
    "pwm": [],&lt;br&gt;
    "ws": [],&lt;br&gt;
    "spi": [],&lt;br&gt;
    "onewire": [],&lt;br&gt;
    "can": [],&lt;br&gt;
    "i2s": []&lt;br&gt;
}&lt;br&gt;
…into live hardware interfaces, directly embedded into Vaaman’s FPGA fabric. It auto-generates the FPGA logic, maps it to kernel-level drivers, and exposes them to Linux.&lt;/p&gt;

&lt;p&gt;Think of it as the “React.js of peripherals” — make a change, and the hardware updates.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Real Drone Applications That Truly Need Periplex&lt;/strong&gt;&lt;br&gt;
Let’s break this down with actual field-grade drone use cases where traditional microcontrollers choke, and Periplex thrives.&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;&lt;strong&gt;Multi-Peripheral High-Speed Data Collection for Precision Agriculture
Scenario: A drone is scanning fields for crop health with:&lt;/strong&gt;&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;2 *&lt;em&gt;multispectral cameras *&lt;/em&gt;(I2C/SPI)&lt;br&gt;
GPS + RTK module (2x UART)&lt;br&gt;
Wind sensor (I2C)&lt;br&gt;
Sprayer flow monitor (PWM feedback loop)&lt;br&gt;
ESCs for 8 motors (PWM)&lt;/p&gt;

&lt;p&gt;1 &lt;strong&gt;CAN-based fertilizer module&lt;/strong&gt;&lt;br&gt;
The Periplex Edge:&lt;br&gt;
Microcontrollers would require multiple chips or muxing tricks, causing delays and bottlenecks. With Periplex:&lt;/p&gt;

&lt;p&gt;You just declare all interfaces in a JSON file.&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;
It builds the required logic and exposes /dev/pwm0, /dev/can0, etc.
Zero code, zero hassle, zero hardware redesign.&lt;/li&gt;
&lt;li&gt;Swarm Communication and Custom Protocol Stacks
Scenario: Swarm drones communicate over:&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;RF LoRa (custom SPI/UART)&lt;br&gt;
UWB mesh (proprietary protocol)&lt;br&gt;
Redundant backup over CAN&lt;br&gt;
Periplex lets you:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;p&gt;Create hybrid protocol stacks&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Embed real-time hardware timers, parity logic, and custom UART framing — none of which are feasible in most MCUs&lt;br&gt;
Replacing Microcontrollers, Not Just Augmenting Them&lt;br&gt;
| Feature                   | Microcontroller           | Periplex on Vaaman                 |&lt;br&gt;
|---------------------------|----------------------------|------------------------------------|&lt;br&gt;
| Number of peripherals     | Limited (4–6)              | Virtually unlimited (30+ possible) |&lt;br&gt;
| Reconfiguration time      | Flash + reboot             | Real-time, dynamic reload          |&lt;br&gt;
| Timing precision          | Software-timer limited     | FPGA-grade nanosecond-level timing |&lt;br&gt;
| AI compatibility          | Not feasible               | Integrated (Gati Engine)           |&lt;br&gt;
| Sensor fusion performance | Bottlenecked               | Parallel FPGA pipelines            |&lt;br&gt;
Developers Love JSON, Not Register Maps&lt;br&gt;
No more:&lt;/p&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Scouring 400-page datasheets&lt;/strong&gt;&lt;br&gt;
Bitmasking registers for I2C configs&lt;br&gt;
Writing interrupt handlers from scratch&lt;br&gt;
Just declare what you need. Let Periplex do the work. Peripherals become software-defined, but hardware-implemented.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Built in India, for India’s Drone Revolution&lt;/strong&gt;&lt;br&gt;
Vaaman + Periplex isn’t just about tech. It’s about self-reliance.&lt;/p&gt;

&lt;p&gt;India’s defence, agriculture, and logistics sectors need secure, reconfigurable, audit-friendly hardware — not black-box SoCs from questionable supply chains.&lt;/p&gt;

&lt;p&gt;Periplex is the hardware engine for Atmanirbhar Bharat in drones.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;TL;DR&lt;/strong&gt;&lt;br&gt;
Periplex lets drones adapt hardware to the mission — instantly.&lt;br&gt;
It replaces tangled microcontroller logic with clean, structured JSON.&lt;br&gt;
It unlocks use cases microcontrollers can’t touch: AI at the edge, dynamic reconfiguration, secure protocol stacks, and more.&lt;br&gt;
And it’s built into Vaaman, India’s first reconfigurable edge computer.&lt;br&gt;
Ready to Get Started?&lt;br&gt;
Explore Vaaman on Crowd Supply&lt;br&gt;
Reach out for Periplex SDK access: &lt;a href="mailto:contact@vicharak.in"&gt;contact@vicharak.in&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;*&lt;em&gt;Raspberry Pi&lt;br&gt;
Drones&lt;br&gt;
Drones Technology&lt;br&gt;
Jetson Orin Nano&lt;br&gt;
Technology&lt;br&gt;
*&lt;/em&gt;&lt;/p&gt;

</description>
    </item>
    <item>
      <title>AXON vs Jetson Orin: A New Contender in Edge AI Computing</title>
      <dc:creator>Aryan Agrawal</dc:creator>
      <pubDate>Fri, 25 Apr 2025 10:26:21 +0000</pubDate>
      <link>https://dev.to/aryan_agrawal_2e1522058cf/axon-vs-jetson-orin-a-new-contender-in-edge-ai-computing-2gi5</link>
      <guid>https://dev.to/aryan_agrawal_2e1522058cf/axon-vs-jetson-orin-a-new-contender-in-edge-ai-computing-2gi5</guid>
      <description>&lt;p&gt;In the fast-moving world of edge AI hardware, NVIDIA’s Jetson Orin has long been the heavyweight champion. But a fresh challenger, AXON by Vicharak, is stepping into the ring—with agility, efficiency, and a vision for real-world AI deployments.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fysvwnp1ymetswr1veeoz.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fysvwnp1ymetswr1veeoz.png" alt="Image description" width="800" height="533"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;&lt;em&gt;The Landscape: Power vs Practicality&lt;/em&gt;&lt;/strong&gt;&lt;br&gt;
Jetson Orin Nano is a performance beast—offering 40 TOPS of GPU muscle, CUDA support, and NVIDIA’s robust ecosystem.&lt;/p&gt;

&lt;p&gt;AXON takes a different approach. It focuses on realistic AI deployment at scale, balancing power, price, and portability.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;&lt;em&gt;Technical Specifications:-&lt;/em&gt;&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fkxw9zom4qa8upf4td4ma.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fkxw9zom4qa8upf4td4ma.png" alt="Image description" width="487" height="409"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;&lt;em&gt;Built for the Edge, Backed by Local Innovation&lt;/em&gt;&lt;/strong&gt;&lt;br&gt;
Where Jetson is global, AXON is grounded—designed and built in India with local use cases in mind. It shines in applications where budget, scale, and power efficiency matter most:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;p&gt;Smart logistics&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;On-device AI vision&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Urban &amp;amp; rural IoT&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Low-power robotics&lt;/p&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;&lt;em&gt;Developers, Rejoice&lt;/em&gt;&lt;/strong&gt;&lt;br&gt;
AXON’s setup is plug-and-play with support for Python, edge AI APIs, and streamlined SDKs. No steep learning curve. No bloated toolkits. Just straight-to-the-point development&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;&lt;em&gt;Tags &amp;amp; Hashtags&lt;/em&gt;&lt;/strong&gt;&lt;/p&gt;

&lt;h1&gt;
  
  
  EdgeAI #JetsonOrin #AXONBoard #Vicharak #AIHardware #EmbeddedAI #TechComparison #IoTInnovation #MakeInIndia #AffordableAI #NVIDIAAlternative #DevTools
&lt;/h1&gt;

&lt;p&gt;&lt;strong&gt;Official Website&lt;/strong&gt;&lt;br&gt;
&lt;a href="https://www.vicharak.ai" rel="noopener noreferrer"&gt;https://www.vicharak.ai&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Documentation / Developer Hub&lt;/strong&gt;&lt;br&gt;
&lt;a href="https://www.vicharak.ai/devhub" rel="noopener noreferrer"&gt;https://www.vicharak.ai/devhub&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AXON Product &amp;amp; Store Page&lt;/strong&gt;&lt;br&gt;
 AXON Details: &lt;a href="https://www.vicharak.ai/axon" rel="noopener noreferrer"&gt;https://www.vicharak.ai/axon&lt;/a&gt;&lt;br&gt;
 Buy Now: &lt;a href="https://store.vicharak.ai" rel="noopener noreferrer"&gt;https://store.vicharak.ai&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Social Media Handles&lt;/strong&gt;&lt;br&gt;
LinkedIn: &lt;a href="https://www.linkedin.com/company/vicharakai" rel="noopener noreferrer"&gt;https://www.linkedin.com/company/vicharakai&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Twitter (X): &lt;a href="https://twitter.com/vicharakai" rel="noopener noreferrer"&gt;https://twitter.com/vicharakai&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Instagram: &lt;a href="https://www.instagram.com/vicharak.ai" rel="noopener noreferrer"&gt;https://www.instagram.com/vicharak.ai&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;YouTube: &lt;a href="https://www.youtube.com/@vicharak_ai" rel="noopener noreferrer"&gt;https://www.youtube.com/@vicharak_ai&lt;/a&gt;&lt;/p&gt;

</description>
      <category>webdev</category>
      <category>programming</category>
      <category>ai</category>
      <category>machinelearning</category>
    </item>
    <item>
      <title>Battle of the Boards : Comparing Raspberry Pi 5 and Axon capabilities.</title>
      <dc:creator>Aryan Agrawal</dc:creator>
      <pubDate>Wed, 23 Apr 2025 06:40:59 +0000</pubDate>
      <link>https://dev.to/aryan_agrawal_2e1522058cf/battle-of-the-boards-comparing-raspberry-pi-5-and-axon-capabilities-13l0</link>
      <guid>https://dev.to/aryan_agrawal_2e1522058cf/battle-of-the-boards-comparing-raspberry-pi-5-and-axon-capabilities-13l0</guid>
      <description>&lt;p&gt;&lt;strong&gt;&lt;em&gt;AXON vs. Raspberry Pi 5: Empowering India's Tech Entrepreneurs&lt;/em&gt;&lt;/strong&gt;&lt;br&gt;
India's burgeoning tech startup ecosystem thrives on innovation and scalability. From AI-driven applications to IoT solutions, the choice of hardware can significantly influence the trajectory of a project. Two prominent SBCs—Raspberry Pi 5 and AXON—offer distinct features catering to diverse needs. This article delves into a detailed comparison to aid Indian tech entrepreneurs in making an informed decision.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;&lt;em&gt;Understanding the Contenders&lt;/em&gt;&lt;/strong&gt;&lt;br&gt;
Raspberry Pi 5: The Versatile Workhorse&lt;br&gt;
The Raspberry Pi 5 is the latest iteration in the Raspberry Pi series, known for its affordability and versatility. Equipped with a 64-bit quad-core Arm Cortex-A76 processor running at 2.4GHz, it delivers a 2–3× increase in CPU performance relative to its predecessor. With RAM variants up to 8GB, dual 4Kp60 HDMI display output, and a PCIe 2.0 interface, it caters to a wide range of applications, from educational projects to basic &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;&lt;em&gt;AXON: The High-Performance Challenger&lt;/em&gt;&lt;/strong&gt;&lt;br&gt;
AXON, developed by Vicharak, is a powerful AI Edge SBC designed for high-performance computing tasks. Built around the RockChip RK3588 processor, it features an octa-core CPU (4x Cortex-A76 and 4x Cortex-A55), up to 64GB LPDDR4X RAM, and a 6 TOPS NPU for AI applications. Its support for multiple camera inputs, 8K video output, and PCIe Gen 3 x1 &amp;amp; Gen 2 x2 lanes make it suitable for complex AI and multimedia projects.​&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;&lt;em&gt;Comparative Analysis&lt;/em&gt;&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fzol8b9g62xhdvm2k3fiw.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fzol8b9g62xhdvm2k3fiw.png" alt="Image description" width="519" height="457"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;&lt;em&gt;Use Case Scenarios&lt;/em&gt;&lt;/strong&gt;&lt;br&gt;
Raspberry Pi 5: &lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Ideal for Prototyping and Education&lt;/li&gt;
&lt;li&gt;For startups in the ideation or prototyping phase, the Raspberry Pi 5 offers a cost-effective solution. &lt;/li&gt;
&lt;li&gt;Its ease of use, extensive community support, and sufficient processing power make it suitable for developing proof-of-concept models, educational tools, and basic IoT applications.​&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;&lt;em&gt;AXON: Suited for Advanced AI and Multimedia Applications&lt;/em&gt;&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Startups focusing on AI-driven solutions, such as computer vision, robotics, or real-time data analysis, will benefit from AXON's robust capabilities. &lt;/li&gt;
&lt;li&gt;Its high RAM capacity, dedicated NPU, and support for multiple high-resolution displays and cameras enable the development of complex applications like autonomous vehicles, industrial automation, and advanced surveillance systems.​&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;&lt;em&gt;Marketing Implications&lt;/em&gt;&lt;/strong&gt;&lt;br&gt;
In the competitive Indian startup landscape, the choice of hardware can influence market positioning.​&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Raspberry Pi 5&lt;/strong&gt;: Its affordability and versatility make it appealing for educational initiatives and community-driven projects, enhancing brand visibility and outreach.​&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AXON&lt;/strong&gt;: By leveraging AXON's advanced features, startups can offer high-end solutions, positioning themselves as leaders in innovation and attracting enterprise clients seeking sophisticated AI applications.​&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;&lt;em&gt;Conclusion&lt;/em&gt;&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Both Raspberry Pi 5 and AXON have their unique strengths catering to different stages of product development and application complexity.​&lt;/li&gt;
&lt;li&gt;Choose Raspberry Pi 5 for cost-effective prototyping, educational tools, and basic applications.​&lt;/li&gt;
&lt;li&gt;Opt for AXON when developing advanced AI solutions, multimedia applications, or projects requiring high computational power and scalability.​&lt;/li&gt;
&lt;li&gt;By aligning hardware choices with project requirements and market goals, Indian tech entrepreneurs can effectively navigate the path from innovation to market success.​&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;🔗 Explore More&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;&lt;p&gt;Learn more about the &lt;a href="https://dev.tourl"&gt;Raspberry Pi 5&lt;/a&gt;&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Discover the power of &lt;a href="https://dev.tourl"&gt;AXON by Vicharak&lt;/a&gt;&lt;/p&gt;&lt;/li&gt;
&lt;/ol&gt;

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