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abhay2008/README.md

Hi, I'm Abhay Kashyap 👋

🏛️ 1st Year Undergrad — B.Tech in Computer Science & Business Systems (CSBS)

B.M.S. College of Engineering (BMSCE), Bangalore, India

PortfolioParallel AIShowcaseLinkedInCampusGitHub


🧭 About Me

I am a 1st-year undergraduate student studying Computer Science & Business Systems (CSBS) at BMS College of Engineering, Bangalore.

I love building practical systems that connect physical hardware, low-level software, and business-driven automation. Rather than focusing purely on abstract theory or demo applications, my work centers around hands-on engineering: soldering circuits, writing microcontroller firmware (Arduino / C++), designing edge AI pipelines (TensorFlow Lite / OpenCV), engineering low-overhead macOS/mobile tools (Swift / Flutter), and optimizing distributed software systems.

Through my CSBS curriculum, I am actively pairing deep technical engineering with macro business thinking—evaluating unit economics, operational efficiency, supply chain bottlenecks, and the commercial scalability of emerging technologies.


⚡ Vision: Energy Transition, Industrial Automation & Strategic Business Systems

My core long-term aspiration is to contribute toward technological self-reliance, clean energy adoption, and industrial modernization—designing automated, resource-efficient systems for India and the world:

  • 🔋 Clean Energy Transition & Smart Systems: Fascinated by the massive global and domestic shift toward sustainable power. Interested in exploring smart grid infrastructure, distributed energy storage systems (BESS), solar/wind asset telemetry, power electronics efficiency, and energy-aware computing.
  • 🏭 Industrial Automation & Process Modernization: Dedicated to eliminating manual bottlenecks in traditional industries through robust physical automation and edge computing:
    • Agricultural Automation & Quality Grading: Built the arecanut-ai-sorting-machine prototype to classify and physically sort the 4 canonical varieties of the Malnad region (Gorabalu, Goto, Rashi Edi, and Hasa) using on-device dual-stream MobileNetV3 and non-blocking Arduino actuation, with plans for industrial R&D scaling with MAMCOS and NAMCOS.
    • Agritech Digital Twins & Spatial Asset Tracking: Converting aerial sensor/drone data into actionable farm management and yield forecasts (e.g., coconut-farm-digital-twin).
    • Electric Mobility & Telemetry: Sensor interfaces, battery health monitoring, and efficient motor control for electric vehicles.
  • ⚙️ Compute Cost Optimization & High-Efficiency Systems: Engineering software and AI systems that run cost-effectively by prioritizing local compute over expensive cloud APIs and utilizing zero-copy, lock-free concurrency (e.g., parallel-ai).
  • 📈 The CSBS Advantage (Engineering Meets Economics): Leveraging first-principles STEM problem-solving alongside business systems analysis—evaluating ROI, operational throughput, labor cost reduction, and capital efficiency across every engineering project.

🛠️ Hands-On Engineering Journey & Practical Prototyping

I believe the best way to understand systems is to build them from the ground up across both physical and digital layers:

  • Distributed AI & Concurrency Engineering: Built Parallel AI (PAI) (parallel-ai)—a concurrent multi-agent router fanning out prompts to Google Gemini (Antigravity Coordinator), Nemotron 3 Ultra 550B (Deep Cloud Reasoner), and Qwen 2.5 Coder (Local 7B), featuring an autonomous Self-Healing AST Execution Engine (validated across 186 continuous benchmark runs) and a 125k+ msg/s lock-free zero-copy IPC broker.
  • 🌰 Agro-Industrial Automation: Designed and built a physical Areca Nut AI Sorting Machine (arecanut-ai-sorting-machine) prototype for the 4 Malnad regional grades (Gorabalu, Goto, Rashi Edi, Hasa) combining dual-stream on-device TFLite (<22ms) with zoom-conditioned texture attention and an Arduino Uno (25ms starwheel indexing, 15ms throat micro-reverse, and 4-way SG90 diverter gate over Bluetooth SPP) targeted for cooperative scaling with MAMCOS & NAMCOS.
  • 🤖 Autonomous Vision-Guided Robotics: Built an autonomous Lunar Rover prototype integrating an Arduino Uno, Sensor Shield V5.0, L298N dual H-bridge motor drivers, DC geared motors, servo mechanisms, and HC-SR04 ultrasonic sensors. The rover mounts a smartphone running an on-device computer vision crater detection model, computing real-time coordinate offsets ($\Delta x, \Delta y$) and steering via closed-loop differential turning algorithms.
  • 💻 Early Foundations (2020 / 7th Grade): Earned the WhiteHat Jr Full Stack Certification at age 12, building 80+ physics engines, games, and web prototypes.
  • 🎮 Collaborative Team Engineering (8th Grade): Co-founded The-Games-Team organization with online peers to collaboratively develop 2D platformers and arcade mechanics using pure JavaScript and Matter.js.
  • 🌐 Pre-AI Commercial Web Development (9th–10th Grade): Handcrafted and deployed production websites for commercial clients and art studios (JeevaArtSchool, OhmPraunicYogaCentre, AnugrujaArtsStudio).
  • 🔬 Intensive Analytical Foundation (2024–2026): Dedicated 2 years to rigorous national competitive entrance exams (IIT-JEE), developing deep first-principles problem-solving skills across Physics (mechanics, electromagnetism, circuits), Chemistry, Calculus, and Logic.

🏆 Top Major Engineering Projects

#ProjectDomain & StackEra / GradeKey Architectural & Business Achievement
1parallel-aiDistributed AI & Compute Economics
Python 3.12+, Asyncio, LiteLLM, Ollama
2026 (1st Year)Tri-engine parallel router with Self-Healing AST execution loop, dynamic pattern memory & 125k msg/s lock-free IPC broker; minimizes cloud token expenses by routing code to local 7B models.
2arecanut-ai-sorting-machineAgri-Industrial Automation & Edge AI
Arduino, Flutter, TFLite, L298N
2026 (1st Year)Electro-mechanical optical sorting prototype for 4 Malnad grades (Gorabalu, Goto, Rashi Edi, Hasa) with dual-stream texture attention AI & 4-way servo diverter; roadmap for MAMCOS/NAMCOS industrial R&D.
3AndroiDisplaySystems & Display Infrastructure
Swift, ADB, Launchd, HEVC
2026 (1st Year)120 FPS 10-bit zero-lag OLED display extension bridge repurposing Android tablets into high-refresh secondary Mac monitors.
4coconut-farm-digital-twinAgritech & Geospatial Resource Twin
Next.js 14, React Konva, Python CV
2026 (1st Year)Precision agriculture twin with drone canopy segmentation & GeoJSON layers for farm asset valuation and yield prediction.
5LunarCraterDetectionRobotics & Space-Tech CV
Python, OpenCV, NumPy
2024 (10th Grade)Crater detection vision pipeline calculating coordinate offsets for closed-loop autonomous rover navigation.
6f1liveconditionsReal-Time Meteorology & Telemetry
JS ES6+, OpenF1 API, SVG
2026 (1st Year)Live track meteorology, grip modeling & telemetry engine across 24 Formula 1 circuits.
7JeevaArtSchoolFull-Stack Commercial Platform
Next.js, TypeScript, Tailwind
2023 (9th Grade)Production commercial website deployed for jeevaarts.com, facilitating online admissions and student showcases.
8Remote_KeyboardNetworking & IPC Systems
Python, TCP Sockets, Pynput
2024 (10th Grade)Low-latency TCP socket bridge for remote hardware keystroke and input injection over LAN.
9weapondetectionApplied Deep Learning & Security
Python, OpenCV, YOLOv3
2023 (9th Grade)Real-time surveillance pipeline for live video stream threat and weapon detection.
10OhmPraunicYogaCentreHandcrafted Web UI & Client Platform
HTML5, CSS3, JavaScript
2023 (9th Grade)Bespoke responsive commercial platform for a holistic wellness center.
11The-Games-Team/Key-QuestCollaborative Game Dev
JavaScript, Matter.js, Git
2021 (8th Grade)Multi-contributor 2D platformer engineered collaboratively with online peers via Git.

🛠️ Technical & Practical Arsenal

  • Microcontrollers & Hardware Prototyping: Arduino Uno, Sensor Shield V5.0, L298N Dual H-Bridge Drivers, SG90 Servo Motors, HC-05 Bluetooth Module, HC-SR04 Ultrasonic Sensors, DC Geared Motors, PWM Actuation, Circuit Wiring & Breadboarding
  • Programming Languages: Python, C/C++ (Arduino / Systems), Swift, TypeScript, JavaScript (ES6+), C#, Shell Scripting (Zsh/Bash), HTML5/CSS3
  • Frameworks & Edge AI: Flutter (CameraX), TensorFlow Lite (INT8/FP16 Quantization), OpenCV, Next.js 14, React Konva, FastAPI, Node.js, LiteLLM, Google Antigravity SDK
  • Systems, Concurrency & Low-Level: macOS launchd daemons, ADB Bridge, HEVC/H.265 Hardware Video Streaming, Lock-Free Ring Buffers, Zero-Copy Memory Slicing (memoryview / ctypes), TCP/UDP Sockets, GeoJSON, Git

📜 Complete Timeline & Learning Archive

🔍 Click to expand: Early Foundations & WhiteHat Jr Archive (2020–2022)

During 7th & 8th grade (2020–2022), I completed the WhiteHat Jr Full Stack curriculum, mastering core programming logic, algorithms, and web/mobile development through 80+ hands-on projects:

  • Game Physics & Simulations: Matter.js physics simulations, AABB collision detection, and canvas arcade classics (Fruit_Catcher, FlappyBird_ownGame, GhostInvader_skull_game, capstoneClass_c34_wrecking_ball, TowerSiege).
  • Web & Mobile Prototypes: React Native cross-platform apps (Connect4-RN-, BookSantaSnak, BarterApp-5) and Python/Flask backends (flask-app, Alphabet_recognization).
  • XR & 3D Interactive Graphics: A-Frame & WebVR interactive environments (VRCarSimulator, LookAtMeAR, Particles_explosion_VR).

All foundational repositories remain preserved on this GitHub profile as a record of early programming dedication.


Open to collaborative projects in hardware-software integration, industrial automation, clean energy tech, and systems engineering.

Pinned Loading

  1. arecanut-ai-sorting-machinearecanut-ai-sorting-machinePublic

    Real-time edge AI areca nut sorting machine integrating Arduino Uno, L298N, Servo diverter, Flutter, and quantized TFLite models

    Dart 1

  2. JeevaArtSchoolJeevaArtSchoolPublic

    Production commercial website for Jeeva Art School (jeevaarts.com)

    TypeScript 1

  3. AndroiDisplayAndroiDisplayPublic

    Zero-lag 120FPS 10-bit HEVC macOS-to-Android display extension bridge

    Swift 1

  4. AnugrujaArtsStudioAnugrujaArtsStudioPublic

    Commercial web platform and digital fine arts portfolio for Anugruja Arts Studio (Anuradha Govarthanan)

    CSS

  5. coconut-farm-digital-twincoconut-farm-digital-twinPublic

    Precision agriculture digital twin platform with aerial computer vision canopy detection

    TypeScript

, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Add copy buttons to all
 blocks\n(function() {\n function addCopyButtons() {\n document.querySelectorAll('pre code').forEach(function(codeBlock) {\n if (codeBlock.parentElement.hasAttribute('data-copy-added')) return;\n codeBlock.parentElement.setAttribute('data-copy-added', 'true');\n \n var btn = document.createElement('button');\n btn.textContent = 'Copy';\n btn.style.cssText = 'position:absolute;top:4px;right:4px;padding:2px 8px;font-size:11px;background:#4ecdc4;border:none;border-radius:4px;color:#1a1a2e;cursor:pointer;opacity:0.7;transition:opacity 0.2s;';\n btn.onmouseover = function() { this.style.opacity = '1'; };\n btn.onmouseout = function() { this.style.opacity = '0.7'; };\n btn.onclick = function() {\n navigator.clipboard.writeText(codeBlock.textContent).then(function() {\n btn.textContent = 'Copied!';\n setTimeout(function() { btn.textContent = 'Copy'; }, 1500);\n });\n };\n codeBlock.parentElement.style.position = 'relative';\n codeBlock.parentElement.appendChild(btn);\n });\n }\n \n addCopyButtons();\n \n // Re-run on dynamic content\n var observer = new MutationObserver(addCopyButtons);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Add Copy Buttons to Code Blocks");
}
} catch(__e) { console.warn('[Userscript:Add Copy Buttons to Code Blocks]', __e); }
})();
(function(){
try {
var __m = "github.com";
var __re = new RegExp('^' + "github\\.com" + '
Skip to content
View abhay2008's full-sized avatar
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abhay2008/README.md

Hi, I'm Abhay Kashyap 👋

🏛️ 1st Year Undergrad — B.Tech in Computer Science & Business Systems (CSBS)

B.M.S. College of Engineering (BMSCE), Bangalore, India

PortfolioParallel AIShowcaseLinkedInCampusGitHub


🧭 About Me

I am a 1st-year undergraduate student studying Computer Science & Business Systems (CSBS) at BMS College of Engineering, Bangalore.

I love building practical systems that connect physical hardware, low-level software, and business-driven automation. Rather than focusing purely on abstract theory or demo applications, my work centers around hands-on engineering: soldering circuits, writing microcontroller firmware (Arduino / C++), designing edge AI pipelines (TensorFlow Lite / OpenCV), engineering low-overhead macOS/mobile tools (Swift / Flutter), and optimizing distributed software systems.

Through my CSBS curriculum, I am actively pairing deep technical engineering with macro business thinking—evaluating unit economics, operational efficiency, supply chain bottlenecks, and the commercial scalability of emerging technologies.


⚡ Vision: Energy Transition, Industrial Automation & Strategic Business Systems

My core long-term aspiration is to contribute toward technological self-reliance, clean energy adoption, and industrial modernization—designing automated, resource-efficient systems for India and the world:

  • 🔋 Clean Energy Transition & Smart Systems: Fascinated by the massive global and domestic shift toward sustainable power. Interested in exploring smart grid infrastructure, distributed energy storage systems (BESS), solar/wind asset telemetry, power electronics efficiency, and energy-aware computing.
  • 🏭 Industrial Automation & Process Modernization: Dedicated to eliminating manual bottlenecks in traditional industries through robust physical automation and edge computing:
    • Agricultural Automation & Quality Grading: Built the arecanut-ai-sorting-machine prototype to classify and physically sort the 4 canonical varieties of the Malnad region (Gorabalu, Goto, Rashi Edi, and Hasa) using on-device dual-stream MobileNetV3 and non-blocking Arduino actuation, with plans for industrial R&D scaling with MAMCOS and NAMCOS.
    • Agritech Digital Twins & Spatial Asset Tracking: Converting aerial sensor/drone data into actionable farm management and yield forecasts (e.g., coconut-farm-digital-twin).
    • Electric Mobility & Telemetry: Sensor interfaces, battery health monitoring, and efficient motor control for electric vehicles.
  • ⚙️ Compute Cost Optimization & High-Efficiency Systems: Engineering software and AI systems that run cost-effectively by prioritizing local compute over expensive cloud APIs and utilizing zero-copy, lock-free concurrency (e.g., parallel-ai).
  • 📈 The CSBS Advantage (Engineering Meets Economics): Leveraging first-principles STEM problem-solving alongside business systems analysis—evaluating ROI, operational throughput, labor cost reduction, and capital efficiency across every engineering project.

🛠️ Hands-On Engineering Journey & Practical Prototyping

I believe the best way to understand systems is to build them from the ground up across both physical and digital layers:

  • Distributed AI & Concurrency Engineering: Built Parallel AI (PAI) (parallel-ai)—a concurrent multi-agent router fanning out prompts to Google Gemini (Antigravity Coordinator), Nemotron 3 Ultra 550B (Deep Cloud Reasoner), and Qwen 2.5 Coder (Local 7B), featuring an autonomous Self-Healing AST Execution Engine (validated across 186 continuous benchmark runs) and a 125k+ msg/s lock-free zero-copy IPC broker.
  • 🌰 Agro-Industrial Automation: Designed and built a physical Areca Nut AI Sorting Machine (arecanut-ai-sorting-machine) prototype for the 4 Malnad regional grades (Gorabalu, Goto, Rashi Edi, Hasa) combining dual-stream on-device TFLite (<22ms) with zoom-conditioned texture attention and an Arduino Uno (25ms starwheel indexing, 15ms throat micro-reverse, and 4-way SG90 diverter gate over Bluetooth SPP) targeted for cooperative scaling with MAMCOS & NAMCOS.
  • 🤖 Autonomous Vision-Guided Robotics: Built an autonomous Lunar Rover prototype integrating an Arduino Uno, Sensor Shield V5.0, L298N dual H-bridge motor drivers, DC geared motors, servo mechanisms, and HC-SR04 ultrasonic sensors. The rover mounts a smartphone running an on-device computer vision crater detection model, computing real-time coordinate offsets ($\Delta x, \Delta y$) and steering via closed-loop differential turning algorithms.
  • 💻 Early Foundations (2020 / 7th Grade): Earned the WhiteHat Jr Full Stack Certification at age 12, building 80+ physics engines, games, and web prototypes.
  • 🎮 Collaborative Team Engineering (8th Grade): Co-founded The-Games-Team organization with online peers to collaboratively develop 2D platformers and arcade mechanics using pure JavaScript and Matter.js.
  • 🌐 Pre-AI Commercial Web Development (9th–10th Grade): Handcrafted and deployed production websites for commercial clients and art studios (JeevaArtSchool, OhmPraunicYogaCentre, AnugrujaArtsStudio).
  • 🔬 Intensive Analytical Foundation (2024–2026): Dedicated 2 years to rigorous national competitive entrance exams (IIT-JEE), developing deep first-principles problem-solving skills across Physics (mechanics, electromagnetism, circuits), Chemistry, Calculus, and Logic.

🏆 Top Major Engineering Projects

#ProjectDomain & StackEra / GradeKey Architectural & Business Achievement
1parallel-aiDistributed AI & Compute Economics
Python 3.12+, Asyncio, LiteLLM, Ollama
2026 (1st Year)Tri-engine parallel router with Self-Healing AST execution loop, dynamic pattern memory & 125k msg/s lock-free IPC broker; minimizes cloud token expenses by routing code to local 7B models.
2arecanut-ai-sorting-machineAgri-Industrial Automation & Edge AI
Arduino, Flutter, TFLite, L298N
2026 (1st Year)Electro-mechanical optical sorting prototype for 4 Malnad grades (Gorabalu, Goto, Rashi Edi, Hasa) with dual-stream texture attention AI & 4-way servo diverter; roadmap for MAMCOS/NAMCOS industrial R&D.
3AndroiDisplaySystems & Display Infrastructure
Swift, ADB, Launchd, HEVC
2026 (1st Year)120 FPS 10-bit zero-lag OLED display extension bridge repurposing Android tablets into high-refresh secondary Mac monitors.
4coconut-farm-digital-twinAgritech & Geospatial Resource Twin
Next.js 14, React Konva, Python CV
2026 (1st Year)Precision agriculture twin with drone canopy segmentation & GeoJSON layers for farm asset valuation and yield prediction.
5LunarCraterDetectionRobotics & Space-Tech CV
Python, OpenCV, NumPy
2024 (10th Grade)Crater detection vision pipeline calculating coordinate offsets for closed-loop autonomous rover navigation.
6f1liveconditionsReal-Time Meteorology & Telemetry
JS ES6+, OpenF1 API, SVG
2026 (1st Year)Live track meteorology, grip modeling & telemetry engine across 24 Formula 1 circuits.
7JeevaArtSchoolFull-Stack Commercial Platform
Next.js, TypeScript, Tailwind
2023 (9th Grade)Production commercial website deployed for jeevaarts.com, facilitating online admissions and student showcases.
8Remote_KeyboardNetworking & IPC Systems
Python, TCP Sockets, Pynput
2024 (10th Grade)Low-latency TCP socket bridge for remote hardware keystroke and input injection over LAN.
9weapondetectionApplied Deep Learning & Security
Python, OpenCV, YOLOv3
2023 (9th Grade)Real-time surveillance pipeline for live video stream threat and weapon detection.
10OhmPraunicYogaCentreHandcrafted Web UI & Client Platform
HTML5, CSS3, JavaScript
2023 (9th Grade)Bespoke responsive commercial platform for a holistic wellness center.
11The-Games-Team/Key-QuestCollaborative Game Dev
JavaScript, Matter.js, Git
2021 (8th Grade)Multi-contributor 2D platformer engineered collaboratively with online peers via Git.

🛠️ Technical & Practical Arsenal

  • Microcontrollers & Hardware Prototyping: Arduino Uno, Sensor Shield V5.0, L298N Dual H-Bridge Drivers, SG90 Servo Motors, HC-05 Bluetooth Module, HC-SR04 Ultrasonic Sensors, DC Geared Motors, PWM Actuation, Circuit Wiring & Breadboarding
  • Programming Languages: Python, C/C++ (Arduino / Systems), Swift, TypeScript, JavaScript (ES6+), C#, Shell Scripting (Zsh/Bash), HTML5/CSS3
  • Frameworks & Edge AI: Flutter (CameraX), TensorFlow Lite (INT8/FP16 Quantization), OpenCV, Next.js 14, React Konva, FastAPI, Node.js, LiteLLM, Google Antigravity SDK
  • Systems, Concurrency & Low-Level: macOS launchd daemons, ADB Bridge, HEVC/H.265 Hardware Video Streaming, Lock-Free Ring Buffers, Zero-Copy Memory Slicing (memoryview / ctypes), TCP/UDP Sockets, GeoJSON, Git

📜 Complete Timeline & Learning Archive

🔍 Click to expand: Early Foundations & WhiteHat Jr Archive (2020–2022)

During 7th & 8th grade (2020–2022), I completed the WhiteHat Jr Full Stack curriculum, mastering core programming logic, algorithms, and web/mobile development through 80+ hands-on projects:

  • Game Physics & Simulations: Matter.js physics simulations, AABB collision detection, and canvas arcade classics (Fruit_Catcher, FlappyBird_ownGame, GhostInvader_skull_game, capstoneClass_c34_wrecking_ball, TowerSiege).
  • Web & Mobile Prototypes: React Native cross-platform apps (Connect4-RN-, BookSantaSnak, BarterApp-5) and Python/Flask backends (flask-app, Alphabet_recognization).
  • XR & 3D Interactive Graphics: A-Frame & WebVR interactive environments (VRCarSimulator, LookAtMeAR, Particles_explosion_VR).

All foundational repositories remain preserved on this GitHub profile as a record of early programming dedication.


Open to collaborative projects in hardware-software integration, industrial automation, clean energy tech, and systems engineering.

Pinned Loading

  1. arecanut-ai-sorting-machinearecanut-ai-sorting-machinePublic

    Real-time edge AI areca nut sorting machine integrating Arduino Uno, L298N, Servo diverter, Flutter, and quantized TFLite models

    Dart 1

  2. JeevaArtSchoolJeevaArtSchoolPublic

    Production commercial website for Jeeva Art School (jeevaarts.com)

    TypeScript 1

  3. AndroiDisplayAndroiDisplayPublic

    Zero-lag 120FPS 10-bit HEVC macOS-to-Android display extension bridge

    Swift 1

  4. AnugrujaArtsStudioAnugrujaArtsStudioPublic

    Commercial web platform and digital fine arts portfolio for Anugruja Arts Studio (Anuradha Govarthanan)

    CSS

  5. coconut-farm-digital-twincoconut-farm-digital-twinPublic

    Precision agriculture digital twin platform with aerial computer vision canopy detection

    TypeScript

, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Force GitHub README to respect dark mode\n(function() {\n var style = document.createElement('style');\n style.textContent = '\n .markdown-body {\n color-scheme: dark light;\n }\n .markdown-body pre { background: #161b22 !important; }\n .markdown-body code { background: rgba(110, 118, 129, 0.4) !important; }\n .markdown-body table th, .markdown-body table td { border-color: #30363d !important; }\n .markdown-body img { background: #0d1117; }\n .markdown-body blockquote { border-left-color: #8b949e; }\n .markdown-body hr { border-color: #30363d; }\n ';\n document.head.appendChild(style);\n})();", "GitHub Dark Mode README Fix"); } } catch(__e) { console.warn('[Userscript:GitHub Dark Mode README Fix]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
Skip to content
View abhay2008's full-sized avatar
😶‍🌫️
one more step closer to AGI
😶‍🌫️
one more step closer to AGI

Block or report abhay2008

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abhay2008/README.md

Hi, I'm Abhay Kashyap 👋

🏛️ 1st Year Undergrad — B.Tech in Computer Science & Business Systems (CSBS)

B.M.S. College of Engineering (BMSCE), Bangalore, India

PortfolioParallel AIShowcaseLinkedInCampusGitHub


🧭 About Me

I am a 1st-year undergraduate student studying Computer Science & Business Systems (CSBS) at BMS College of Engineering, Bangalore.

I love building practical systems that connect physical hardware, low-level software, and business-driven automation. Rather than focusing purely on abstract theory or demo applications, my work centers around hands-on engineering: soldering circuits, writing microcontroller firmware (Arduino / C++), designing edge AI pipelines (TensorFlow Lite / OpenCV), engineering low-overhead macOS/mobile tools (Swift / Flutter), and optimizing distributed software systems.

Through my CSBS curriculum, I am actively pairing deep technical engineering with macro business thinking—evaluating unit economics, operational efficiency, supply chain bottlenecks, and the commercial scalability of emerging technologies.


⚡ Vision: Energy Transition, Industrial Automation & Strategic Business Systems

My core long-term aspiration is to contribute toward technological self-reliance, clean energy adoption, and industrial modernization—designing automated, resource-efficient systems for India and the world:

  • 🔋 Clean Energy Transition & Smart Systems: Fascinated by the massive global and domestic shift toward sustainable power. Interested in exploring smart grid infrastructure, distributed energy storage systems (BESS), solar/wind asset telemetry, power electronics efficiency, and energy-aware computing.
  • 🏭 Industrial Automation & Process Modernization: Dedicated to eliminating manual bottlenecks in traditional industries through robust physical automation and edge computing:
    • Agricultural Automation & Quality Grading: Built the arecanut-ai-sorting-machine prototype to classify and physically sort the 4 canonical varieties of the Malnad region (Gorabalu, Goto, Rashi Edi, and Hasa) using on-device dual-stream MobileNetV3 and non-blocking Arduino actuation, with plans for industrial R&D scaling with MAMCOS and NAMCOS.
    • Agritech Digital Twins & Spatial Asset Tracking: Converting aerial sensor/drone data into actionable farm management and yield forecasts (e.g., coconut-farm-digital-twin).
    • Electric Mobility & Telemetry: Sensor interfaces, battery health monitoring, and efficient motor control for electric vehicles.
  • ⚙️ Compute Cost Optimization & High-Efficiency Systems: Engineering software and AI systems that run cost-effectively by prioritizing local compute over expensive cloud APIs and utilizing zero-copy, lock-free concurrency (e.g., parallel-ai).
  • 📈 The CSBS Advantage (Engineering Meets Economics): Leveraging first-principles STEM problem-solving alongside business systems analysis—evaluating ROI, operational throughput, labor cost reduction, and capital efficiency across every engineering project.

🛠️ Hands-On Engineering Journey & Practical Prototyping

I believe the best way to understand systems is to build them from the ground up across both physical and digital layers:

  • Distributed AI & Concurrency Engineering: Built Parallel AI (PAI) (parallel-ai)—a concurrent multi-agent router fanning out prompts to Google Gemini (Antigravity Coordinator), Nemotron 3 Ultra 550B (Deep Cloud Reasoner), and Qwen 2.5 Coder (Local 7B), featuring an autonomous Self-Healing AST Execution Engine (validated across 186 continuous benchmark runs) and a 125k+ msg/s lock-free zero-copy IPC broker.
  • 🌰 Agro-Industrial Automation: Designed and built a physical Areca Nut AI Sorting Machine (arecanut-ai-sorting-machine) prototype for the 4 Malnad regional grades (Gorabalu, Goto, Rashi Edi, Hasa) combining dual-stream on-device TFLite (<22ms) with zoom-conditioned texture attention and an Arduino Uno (25ms starwheel indexing, 15ms throat micro-reverse, and 4-way SG90 diverter gate over Bluetooth SPP) targeted for cooperative scaling with MAMCOS & NAMCOS.
  • 🤖 Autonomous Vision-Guided Robotics: Built an autonomous Lunar Rover prototype integrating an Arduino Uno, Sensor Shield V5.0, L298N dual H-bridge motor drivers, DC geared motors, servo mechanisms, and HC-SR04 ultrasonic sensors. The rover mounts a smartphone running an on-device computer vision crater detection model, computing real-time coordinate offsets ($\Delta x, \Delta y$) and steering via closed-loop differential turning algorithms.
  • 💻 Early Foundations (2020 / 7th Grade): Earned the WhiteHat Jr Full Stack Certification at age 12, building 80+ physics engines, games, and web prototypes.
  • 🎮 Collaborative Team Engineering (8th Grade): Co-founded The-Games-Team organization with online peers to collaboratively develop 2D platformers and arcade mechanics using pure JavaScript and Matter.js.
  • 🌐 Pre-AI Commercial Web Development (9th–10th Grade): Handcrafted and deployed production websites for commercial clients and art studios (JeevaArtSchool, OhmPraunicYogaCentre, AnugrujaArtsStudio).
  • 🔬 Intensive Analytical Foundation (2024–2026): Dedicated 2 years to rigorous national competitive entrance exams (IIT-JEE), developing deep first-principles problem-solving skills across Physics (mechanics, electromagnetism, circuits), Chemistry, Calculus, and Logic.

🏆 Top Major Engineering Projects

#ProjectDomain & StackEra / GradeKey Architectural & Business Achievement
1parallel-aiDistributed AI & Compute Economics
Python 3.12+, Asyncio, LiteLLM, Ollama
2026 (1st Year)Tri-engine parallel router with Self-Healing AST execution loop, dynamic pattern memory & 125k msg/s lock-free IPC broker; minimizes cloud token expenses by routing code to local 7B models.
2arecanut-ai-sorting-machineAgri-Industrial Automation & Edge AI
Arduino, Flutter, TFLite, L298N
2026 (1st Year)Electro-mechanical optical sorting prototype for 4 Malnad grades (Gorabalu, Goto, Rashi Edi, Hasa) with dual-stream texture attention AI & 4-way servo diverter; roadmap for MAMCOS/NAMCOS industrial R&D.
3AndroiDisplaySystems & Display Infrastructure
Swift, ADB, Launchd, HEVC
2026 (1st Year)120 FPS 10-bit zero-lag OLED display extension bridge repurposing Android tablets into high-refresh secondary Mac monitors.
4coconut-farm-digital-twinAgritech & Geospatial Resource Twin
Next.js 14, React Konva, Python CV
2026 (1st Year)Precision agriculture twin with drone canopy segmentation & GeoJSON layers for farm asset valuation and yield prediction.
5LunarCraterDetectionRobotics & Space-Tech CV
Python, OpenCV, NumPy
2024 (10th Grade)Crater detection vision pipeline calculating coordinate offsets for closed-loop autonomous rover navigation.
6f1liveconditionsReal-Time Meteorology & Telemetry
JS ES6+, OpenF1 API, SVG
2026 (1st Year)Live track meteorology, grip modeling & telemetry engine across 24 Formula 1 circuits.
7JeevaArtSchoolFull-Stack Commercial Platform
Next.js, TypeScript, Tailwind
2023 (9th Grade)Production commercial website deployed for jeevaarts.com, facilitating online admissions and student showcases.
8Remote_KeyboardNetworking & IPC Systems
Python, TCP Sockets, Pynput
2024 (10th Grade)Low-latency TCP socket bridge for remote hardware keystroke and input injection over LAN.
9weapondetectionApplied Deep Learning & Security
Python, OpenCV, YOLOv3
2023 (9th Grade)Real-time surveillance pipeline for live video stream threat and weapon detection.
10OhmPraunicYogaCentreHandcrafted Web UI & Client Platform
HTML5, CSS3, JavaScript
2023 (9th Grade)Bespoke responsive commercial platform for a holistic wellness center.
11The-Games-Team/Key-QuestCollaborative Game Dev
JavaScript, Matter.js, Git
2021 (8th Grade)Multi-contributor 2D platformer engineered collaboratively with online peers via Git.

🛠️ Technical & Practical Arsenal

  • Microcontrollers & Hardware Prototyping: Arduino Uno, Sensor Shield V5.0, L298N Dual H-Bridge Drivers, SG90 Servo Motors, HC-05 Bluetooth Module, HC-SR04 Ultrasonic Sensors, DC Geared Motors, PWM Actuation, Circuit Wiring & Breadboarding
  • Programming Languages: Python, C/C++ (Arduino / Systems), Swift, TypeScript, JavaScript (ES6+), C#, Shell Scripting (Zsh/Bash), HTML5/CSS3
  • Frameworks & Edge AI: Flutter (CameraX), TensorFlow Lite (INT8/FP16 Quantization), OpenCV, Next.js 14, React Konva, FastAPI, Node.js, LiteLLM, Google Antigravity SDK
  • Systems, Concurrency & Low-Level: macOS launchd daemons, ADB Bridge, HEVC/H.265 Hardware Video Streaming, Lock-Free Ring Buffers, Zero-Copy Memory Slicing (memoryview / ctypes), TCP/UDP Sockets, GeoJSON, Git

📜 Complete Timeline & Learning Archive

🔍 Click to expand: Early Foundations & WhiteHat Jr Archive (2020–2022)

During 7th & 8th grade (2020–2022), I completed the WhiteHat Jr Full Stack curriculum, mastering core programming logic, algorithms, and web/mobile development through 80+ hands-on projects:

  • Game Physics & Simulations: Matter.js physics simulations, AABB collision detection, and canvas arcade classics (Fruit_Catcher, FlappyBird_ownGame, GhostInvader_skull_game, capstoneClass_c34_wrecking_ball, TowerSiege).
  • Web & Mobile Prototypes: React Native cross-platform apps (Connect4-RN-, BookSantaSnak, BarterApp-5) and Python/Flask backends (flask-app, Alphabet_recognization).
  • XR & 3D Interactive Graphics: A-Frame & WebVR interactive environments (VRCarSimulator, LookAtMeAR, Particles_explosion_VR).

All foundational repositories remain preserved on this GitHub profile as a record of early programming dedication.


Open to collaborative projects in hardware-software integration, industrial automation, clean energy tech, and systems engineering.

Pinned Loading

  1. arecanut-ai-sorting-machinearecanut-ai-sorting-machinePublic

    Real-time edge AI areca nut sorting machine integrating Arduino Uno, L298N, Servo diverter, Flutter, and quantized TFLite models

    Dart 1

  2. JeevaArtSchoolJeevaArtSchoolPublic

    Production commercial website for Jeeva Art School (jeevaarts.com)

    TypeScript 1

  3. AndroiDisplayAndroiDisplayPublic

    Zero-lag 120FPS 10-bit HEVC macOS-to-Android display extension bridge

    Swift 1

  4. AnugrujaArtsStudioAnugrujaArtsStudioPublic

    Commercial web platform and digital fine arts portfolio for Anugruja Arts Studio (Anuradha Govarthanan)

    CSS

  5. coconut-farm-digital-twincoconut-farm-digital-twinPublic

    Precision agriculture digital twin platform with aerial computer vision canopy detection

    TypeScript

, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Highlight search terms from Google/DuckDuckGo/Bing referrer\n(function() {\n var ref = document.referrer;\n var terms = [];\n \n if (ref.includes('google.com') || ref.includes('duckduckgo.com') || ref.includes('bing.com')) {\n var url = new URL(ref);\n var q = url.searchParams.get('q') || url.searchParams.get('p');\n if (q) {\n terms = q.split(/\\s+/).filter(function(t) { return t.length > 2; });\n }\n }\n \n if (terms.length === 0) return;\n \n var style = document.createElement('style');\n style.textContent = '.userscript-highlight { background: #fbbf24; color: #1a1a2e; padding: 1px 3px; border-radius: 2px; }';\n document.head.appendChild(style);\n \n function highlight(node) {\n if (node.nodeType === 3) { // text node\n var text = node.textContent;\n var found = false;\n terms.forEach(function(term) {\n var regex = new RegExp('(' + term.replace(/[.*+?^${}()|[\\]\\\\]/g, '\\\\') + ')', 'gi');\n if (regex.test(text)) {\n found = true;\n var frag = document.createDocumentFragment();\n var parts = text.split(regex);\n parts.forEach(function(part, i) {\n if (i % 2 === 0) {\n frag.appendChild(document.createTextNode(part));\n } else {\n var span = document.createElement('span');\n span.className = 'userscript-highlight';\n span.textContent = part;\n frag.appendChild(span);\n }\n });\n node.parentNode.replaceChild(frag, node);\n }\n });\n } else if (node.nodeType === 1 && node.childNodes) { // element\n var skipTags = ['SCRIPT', 'STYLE', 'NOSCRIPT', 'TEXTAREA', 'INPUT', 'SELECT'];\n if (!skipTags.includes(node.tagName)) {\n Array.from(node.childNodes).forEach(highlight);\n }\n }\n }\n \n highlight(document.body);\n \n // Re-highlight on dynamic content\n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1 || node.nodeType === 3) highlight(node);\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Highlight Search Terms"); } } catch(__e) { console.warn('[Userscript:Highlight Search Terms]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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abhay2008/README.md

Hi, I'm Abhay Kashyap 👋

🏛️ 1st Year Undergrad — B.Tech in Computer Science & Business Systems (CSBS)

B.M.S. College of Engineering (BMSCE), Bangalore, India

PortfolioParallel AIShowcaseLinkedInCampusGitHub


🧭 About Me

I am a 1st-year undergraduate student studying Computer Science & Business Systems (CSBS) at BMS College of Engineering, Bangalore.

I love building practical systems that connect physical hardware, low-level software, and business-driven automation. Rather than focusing purely on abstract theory or demo applications, my work centers around hands-on engineering: soldering circuits, writing microcontroller firmware (Arduino / C++), designing edge AI pipelines (TensorFlow Lite / OpenCV), engineering low-overhead macOS/mobile tools (Swift / Flutter), and optimizing distributed software systems.

Through my CSBS curriculum, I am actively pairing deep technical engineering with macro business thinking—evaluating unit economics, operational efficiency, supply chain bottlenecks, and the commercial scalability of emerging technologies.


⚡ Vision: Energy Transition, Industrial Automation & Strategic Business Systems

My core long-term aspiration is to contribute toward technological self-reliance, clean energy adoption, and industrial modernization—designing automated, resource-efficient systems for India and the world:

  • 🔋 Clean Energy Transition & Smart Systems: Fascinated by the massive global and domestic shift toward sustainable power. Interested in exploring smart grid infrastructure, distributed energy storage systems (BESS), solar/wind asset telemetry, power electronics efficiency, and energy-aware computing.
  • 🏭 Industrial Automation & Process Modernization: Dedicated to eliminating manual bottlenecks in traditional industries through robust physical automation and edge computing:
    • Agricultural Automation & Quality Grading: Built the arecanut-ai-sorting-machine prototype to classify and physically sort the 4 canonical varieties of the Malnad region (Gorabalu, Goto, Rashi Edi, and Hasa) using on-device dual-stream MobileNetV3 and non-blocking Arduino actuation, with plans for industrial R&D scaling with MAMCOS and NAMCOS.
    • Agritech Digital Twins & Spatial Asset Tracking: Converting aerial sensor/drone data into actionable farm management and yield forecasts (e.g., coconut-farm-digital-twin).
    • Electric Mobility & Telemetry: Sensor interfaces, battery health monitoring, and efficient motor control for electric vehicles.
  • ⚙️ Compute Cost Optimization & High-Efficiency Systems: Engineering software and AI systems that run cost-effectively by prioritizing local compute over expensive cloud APIs and utilizing zero-copy, lock-free concurrency (e.g., parallel-ai).
  • 📈 The CSBS Advantage (Engineering Meets Economics): Leveraging first-principles STEM problem-solving alongside business systems analysis—evaluating ROI, operational throughput, labor cost reduction, and capital efficiency across every engineering project.

🛠️ Hands-On Engineering Journey & Practical Prototyping

I believe the best way to understand systems is to build them from the ground up across both physical and digital layers:

  • Distributed AI & Concurrency Engineering: Built Parallel AI (PAI) (parallel-ai)—a concurrent multi-agent router fanning out prompts to Google Gemini (Antigravity Coordinator), Nemotron 3 Ultra 550B (Deep Cloud Reasoner), and Qwen 2.5 Coder (Local 7B), featuring an autonomous Self-Healing AST Execution Engine (validated across 186 continuous benchmark runs) and a 125k+ msg/s lock-free zero-copy IPC broker.
  • 🌰 Agro-Industrial Automation: Designed and built a physical Areca Nut AI Sorting Machine (arecanut-ai-sorting-machine) prototype for the 4 Malnad regional grades (Gorabalu, Goto, Rashi Edi, Hasa) combining dual-stream on-device TFLite (<22ms) with zoom-conditioned texture attention and an Arduino Uno (25ms starwheel indexing, 15ms throat micro-reverse, and 4-way SG90 diverter gate over Bluetooth SPP) targeted for cooperative scaling with MAMCOS & NAMCOS.
  • 🤖 Autonomous Vision-Guided Robotics: Built an autonomous Lunar Rover prototype integrating an Arduino Uno, Sensor Shield V5.0, L298N dual H-bridge motor drivers, DC geared motors, servo mechanisms, and HC-SR04 ultrasonic sensors. The rover mounts a smartphone running an on-device computer vision crater detection model, computing real-time coordinate offsets ($\Delta x, \Delta y$) and steering via closed-loop differential turning algorithms.
  • 💻 Early Foundations (2020 / 7th Grade): Earned the WhiteHat Jr Full Stack Certification at age 12, building 80+ physics engines, games, and web prototypes.
  • 🎮 Collaborative Team Engineering (8th Grade): Co-founded The-Games-Team organization with online peers to collaboratively develop 2D platformers and arcade mechanics using pure JavaScript and Matter.js.
  • 🌐 Pre-AI Commercial Web Development (9th–10th Grade): Handcrafted and deployed production websites for commercial clients and art studios (JeevaArtSchool, OhmPraunicYogaCentre, AnugrujaArtsStudio).
  • 🔬 Intensive Analytical Foundation (2024–2026): Dedicated 2 years to rigorous national competitive entrance exams (IIT-JEE), developing deep first-principles problem-solving skills across Physics (mechanics, electromagnetism, circuits), Chemistry, Calculus, and Logic.

🏆 Top Major Engineering Projects

#ProjectDomain & StackEra / GradeKey Architectural & Business Achievement
1parallel-aiDistributed AI & Compute Economics
Python 3.12+, Asyncio, LiteLLM, Ollama
2026 (1st Year)Tri-engine parallel router with Self-Healing AST execution loop, dynamic pattern memory & 125k msg/s lock-free IPC broker; minimizes cloud token expenses by routing code to local 7B models.
2arecanut-ai-sorting-machineAgri-Industrial Automation & Edge AI
Arduino, Flutter, TFLite, L298N
2026 (1st Year)Electro-mechanical optical sorting prototype for 4 Malnad grades (Gorabalu, Goto, Rashi Edi, Hasa) with dual-stream texture attention AI & 4-way servo diverter; roadmap for MAMCOS/NAMCOS industrial R&D.
3AndroiDisplaySystems & Display Infrastructure
Swift, ADB, Launchd, HEVC
2026 (1st Year)120 FPS 10-bit zero-lag OLED display extension bridge repurposing Android tablets into high-refresh secondary Mac monitors.
4coconut-farm-digital-twinAgritech & Geospatial Resource Twin
Next.js 14, React Konva, Python CV
2026 (1st Year)Precision agriculture twin with drone canopy segmentation & GeoJSON layers for farm asset valuation and yield prediction.
5LunarCraterDetectionRobotics & Space-Tech CV
Python, OpenCV, NumPy
2024 (10th Grade)Crater detection vision pipeline calculating coordinate offsets for closed-loop autonomous rover navigation.
6f1liveconditionsReal-Time Meteorology & Telemetry
JS ES6+, OpenF1 API, SVG
2026 (1st Year)Live track meteorology, grip modeling & telemetry engine across 24 Formula 1 circuits.
7JeevaArtSchoolFull-Stack Commercial Platform
Next.js, TypeScript, Tailwind
2023 (9th Grade)Production commercial website deployed for jeevaarts.com, facilitating online admissions and student showcases.
8Remote_KeyboardNetworking & IPC Systems
Python, TCP Sockets, Pynput
2024 (10th Grade)Low-latency TCP socket bridge for remote hardware keystroke and input injection over LAN.
9weapondetectionApplied Deep Learning & Security
Python, OpenCV, YOLOv3
2023 (9th Grade)Real-time surveillance pipeline for live video stream threat and weapon detection.
10OhmPraunicYogaCentreHandcrafted Web UI & Client Platform
HTML5, CSS3, JavaScript
2023 (9th Grade)Bespoke responsive commercial platform for a holistic wellness center.
11The-Games-Team/Key-QuestCollaborative Game Dev
JavaScript, Matter.js, Git
2021 (8th Grade)Multi-contributor 2D platformer engineered collaboratively with online peers via Git.

🛠️ Technical & Practical Arsenal

  • Microcontrollers & Hardware Prototyping: Arduino Uno, Sensor Shield V5.0, L298N Dual H-Bridge Drivers, SG90 Servo Motors, HC-05 Bluetooth Module, HC-SR04 Ultrasonic Sensors, DC Geared Motors, PWM Actuation, Circuit Wiring & Breadboarding
  • Programming Languages: Python, C/C++ (Arduino / Systems), Swift, TypeScript, JavaScript (ES6+), C#, Shell Scripting (Zsh/Bash), HTML5/CSS3
  • Frameworks & Edge AI: Flutter (CameraX), TensorFlow Lite (INT8/FP16 Quantization), OpenCV, Next.js 14, React Konva, FastAPI, Node.js, LiteLLM, Google Antigravity SDK
  • Systems, Concurrency & Low-Level: macOS launchd daemons, ADB Bridge, HEVC/H.265 Hardware Video Streaming, Lock-Free Ring Buffers, Zero-Copy Memory Slicing (memoryview / ctypes), TCP/UDP Sockets, GeoJSON, Git

📜 Complete Timeline & Learning Archive

🔍 Click to expand: Early Foundations & WhiteHat Jr Archive (2020–2022)

During 7th & 8th grade (2020–2022), I completed the WhiteHat Jr Full Stack curriculum, mastering core programming logic, algorithms, and web/mobile development through 80+ hands-on projects:

  • Game Physics & Simulations: Matter.js physics simulations, AABB collision detection, and canvas arcade classics (Fruit_Catcher, FlappyBird_ownGame, GhostInvader_skull_game, capstoneClass_c34_wrecking_ball, TowerSiege).
  • Web & Mobile Prototypes: React Native cross-platform apps (Connect4-RN-, BookSantaSnak, BarterApp-5) and Python/Flask backends (flask-app, Alphabet_recognization).
  • XR & 3D Interactive Graphics: A-Frame & WebVR interactive environments (VRCarSimulator, LookAtMeAR, Particles_explosion_VR).

All foundational repositories remain preserved on this GitHub profile as a record of early programming dedication.


Open to collaborative projects in hardware-software integration, industrial automation, clean energy tech, and systems engineering.

Pinned Loading

  1. arecanut-ai-sorting-machinearecanut-ai-sorting-machinePublic

    Real-time edge AI areca nut sorting machine integrating Arduino Uno, L298N, Servo diverter, Flutter, and quantized TFLite models

    Dart 1

  2. JeevaArtSchoolJeevaArtSchoolPublic

    Production commercial website for Jeeva Art School (jeevaarts.com)

    TypeScript 1

  3. AndroiDisplayAndroiDisplayPublic

    Zero-lag 120FPS 10-bit HEVC macOS-to-Android display extension bridge

    Swift 1

  4. AnugrujaArtsStudioAnugrujaArtsStudioPublic

    Commercial web platform and digital fine arts portfolio for Anugruja Arts Studio (Anuradha Govarthanan)

    CSS

  5. coconut-farm-digital-twincoconut-farm-digital-twinPublic

    Precision agriculture digital twin platform with aerial computer vision canopy detection

    TypeScript

, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Strip utm_, fbclid, gclid, etc. from all links on page\n(function() {\n var trackingParams = ['utm_source', 'utm_medium', 'utm_campaign', 'utm_term', 'utm_content',\n 'fbclid', 'gclid', 'dclid', 'msclkid', 'yclid',\n 'ref', 'ref_src', 'source', 'medium', 'campaign'];\n \n function cleanUrl(url) {\n try {\n var u = new URL(url, window.location.origin);\n var changed = false;\n trackingParams.forEach(function(p) {\n if (u.searchParams.has(p)) {\n u.searchParams.delete(p);\n changed = true;\n }\n });\n return changed ? u.toString() : url;\n } catch (e) {\n return url;\n }\n }\n \n function cleanLinks() {\n document.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n \n cleanLinks();\n \n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1) {\n if (node.tagName === 'A') cleanLinks();\n node.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Remove Tracking Parameters from Links"); } } catch(__e) { console.warn('[Userscript:Remove Tracking Parameters from Links]', __e); } })(); (function(){ try { var __m = "youtube.com"; var __re = new RegExp('^' + "youtube\\.com" + '
Skip to content
View abhay2008's full-sized avatar
😶‍🌫️
one more step closer to AGI
😶‍🌫️
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abhay2008/README.md

Hi, I'm Abhay Kashyap 👋

🏛️ 1st Year Undergrad — B.Tech in Computer Science & Business Systems (CSBS)

B.M.S. College of Engineering (BMSCE), Bangalore, India

PortfolioParallel AIShowcaseLinkedInCampusGitHub


🧭 About Me

I am a 1st-year undergraduate student studying Computer Science & Business Systems (CSBS) at BMS College of Engineering, Bangalore.

I love building practical systems that connect physical hardware, low-level software, and business-driven automation. Rather than focusing purely on abstract theory or demo applications, my work centers around hands-on engineering: soldering circuits, writing microcontroller firmware (Arduino / C++), designing edge AI pipelines (TensorFlow Lite / OpenCV), engineering low-overhead macOS/mobile tools (Swift / Flutter), and optimizing distributed software systems.

Through my CSBS curriculum, I am actively pairing deep technical engineering with macro business thinking—evaluating unit economics, operational efficiency, supply chain bottlenecks, and the commercial scalability of emerging technologies.


⚡ Vision: Energy Transition, Industrial Automation & Strategic Business Systems

My core long-term aspiration is to contribute toward technological self-reliance, clean energy adoption, and industrial modernization—designing automated, resource-efficient systems for India and the world:

  • 🔋 Clean Energy Transition & Smart Systems: Fascinated by the massive global and domestic shift toward sustainable power. Interested in exploring smart grid infrastructure, distributed energy storage systems (BESS), solar/wind asset telemetry, power electronics efficiency, and energy-aware computing.
  • 🏭 Industrial Automation & Process Modernization: Dedicated to eliminating manual bottlenecks in traditional industries through robust physical automation and edge computing:
    • Agricultural Automation & Quality Grading: Built the arecanut-ai-sorting-machine prototype to classify and physically sort the 4 canonical varieties of the Malnad region (Gorabalu, Goto, Rashi Edi, and Hasa) using on-device dual-stream MobileNetV3 and non-blocking Arduino actuation, with plans for industrial R&D scaling with MAMCOS and NAMCOS.
    • Agritech Digital Twins & Spatial Asset Tracking: Converting aerial sensor/drone data into actionable farm management and yield forecasts (e.g., coconut-farm-digital-twin).
    • Electric Mobility & Telemetry: Sensor interfaces, battery health monitoring, and efficient motor control for electric vehicles.
  • ⚙️ Compute Cost Optimization & High-Efficiency Systems: Engineering software and AI systems that run cost-effectively by prioritizing local compute over expensive cloud APIs and utilizing zero-copy, lock-free concurrency (e.g., parallel-ai).
  • 📈 The CSBS Advantage (Engineering Meets Economics): Leveraging first-principles STEM problem-solving alongside business systems analysis—evaluating ROI, operational throughput, labor cost reduction, and capital efficiency across every engineering project.

🛠️ Hands-On Engineering Journey & Practical Prototyping

I believe the best way to understand systems is to build them from the ground up across both physical and digital layers:

  • Distributed AI & Concurrency Engineering: Built Parallel AI (PAI) (parallel-ai)—a concurrent multi-agent router fanning out prompts to Google Gemini (Antigravity Coordinator), Nemotron 3 Ultra 550B (Deep Cloud Reasoner), and Qwen 2.5 Coder (Local 7B), featuring an autonomous Self-Healing AST Execution Engine (validated across 186 continuous benchmark runs) and a 125k+ msg/s lock-free zero-copy IPC broker.
  • 🌰 Agro-Industrial Automation: Designed and built a physical Areca Nut AI Sorting Machine (arecanut-ai-sorting-machine) prototype for the 4 Malnad regional grades (Gorabalu, Goto, Rashi Edi, Hasa) combining dual-stream on-device TFLite (<22ms) with zoom-conditioned texture attention and an Arduino Uno (25ms starwheel indexing, 15ms throat micro-reverse, and 4-way SG90 diverter gate over Bluetooth SPP) targeted for cooperative scaling with MAMCOS & NAMCOS.
  • 🤖 Autonomous Vision-Guided Robotics: Built an autonomous Lunar Rover prototype integrating an Arduino Uno, Sensor Shield V5.0, L298N dual H-bridge motor drivers, DC geared motors, servo mechanisms, and HC-SR04 ultrasonic sensors. The rover mounts a smartphone running an on-device computer vision crater detection model, computing real-time coordinate offsets ($\Delta x, \Delta y$) and steering via closed-loop differential turning algorithms.
  • 💻 Early Foundations (2020 / 7th Grade): Earned the WhiteHat Jr Full Stack Certification at age 12, building 80+ physics engines, games, and web prototypes.
  • 🎮 Collaborative Team Engineering (8th Grade): Co-founded The-Games-Team organization with online peers to collaboratively develop 2D platformers and arcade mechanics using pure JavaScript and Matter.js.
  • 🌐 Pre-AI Commercial Web Development (9th–10th Grade): Handcrafted and deployed production websites for commercial clients and art studios (JeevaArtSchool, OhmPraunicYogaCentre, AnugrujaArtsStudio).
  • 🔬 Intensive Analytical Foundation (2024–2026): Dedicated 2 years to rigorous national competitive entrance exams (IIT-JEE), developing deep first-principles problem-solving skills across Physics (mechanics, electromagnetism, circuits), Chemistry, Calculus, and Logic.

🏆 Top Major Engineering Projects

#ProjectDomain & StackEra / GradeKey Architectural & Business Achievement
1parallel-aiDistributed AI & Compute Economics
Python 3.12+, Asyncio, LiteLLM, Ollama
2026 (1st Year)Tri-engine parallel router with Self-Healing AST execution loop, dynamic pattern memory & 125k msg/s lock-free IPC broker; minimizes cloud token expenses by routing code to local 7B models.
2arecanut-ai-sorting-machineAgri-Industrial Automation & Edge AI
Arduino, Flutter, TFLite, L298N
2026 (1st Year)Electro-mechanical optical sorting prototype for 4 Malnad grades (Gorabalu, Goto, Rashi Edi, Hasa) with dual-stream texture attention AI & 4-way servo diverter; roadmap for MAMCOS/NAMCOS industrial R&D.
3AndroiDisplaySystems & Display Infrastructure
Swift, ADB, Launchd, HEVC
2026 (1st Year)120 FPS 10-bit zero-lag OLED display extension bridge repurposing Android tablets into high-refresh secondary Mac monitors.
4coconut-farm-digital-twinAgritech & Geospatial Resource Twin
Next.js 14, React Konva, Python CV
2026 (1st Year)Precision agriculture twin with drone canopy segmentation & GeoJSON layers for farm asset valuation and yield prediction.
5LunarCraterDetectionRobotics & Space-Tech CV
Python, OpenCV, NumPy
2024 (10th Grade)Crater detection vision pipeline calculating coordinate offsets for closed-loop autonomous rover navigation.
6f1liveconditionsReal-Time Meteorology & Telemetry
JS ES6+, OpenF1 API, SVG
2026 (1st Year)Live track meteorology, grip modeling & telemetry engine across 24 Formula 1 circuits.
7JeevaArtSchoolFull-Stack Commercial Platform
Next.js, TypeScript, Tailwind
2023 (9th Grade)Production commercial website deployed for jeevaarts.com, facilitating online admissions and student showcases.
8Remote_KeyboardNetworking & IPC Systems
Python, TCP Sockets, Pynput
2024 (10th Grade)Low-latency TCP socket bridge for remote hardware keystroke and input injection over LAN.
9weapondetectionApplied Deep Learning & Security
Python, OpenCV, YOLOv3
2023 (9th Grade)Real-time surveillance pipeline for live video stream threat and weapon detection.
10OhmPraunicYogaCentreHandcrafted Web UI & Client Platform
HTML5, CSS3, JavaScript
2023 (9th Grade)Bespoke responsive commercial platform for a holistic wellness center.
11The-Games-Team/Key-QuestCollaborative Game Dev
JavaScript, Matter.js, Git
2021 (8th Grade)Multi-contributor 2D platformer engineered collaboratively with online peers via Git.

🛠️ Technical & Practical Arsenal

  • Microcontrollers & Hardware Prototyping: Arduino Uno, Sensor Shield V5.0, L298N Dual H-Bridge Drivers, SG90 Servo Motors, HC-05 Bluetooth Module, HC-SR04 Ultrasonic Sensors, DC Geared Motors, PWM Actuation, Circuit Wiring & Breadboarding
  • Programming Languages: Python, C/C++ (Arduino / Systems), Swift, TypeScript, JavaScript (ES6+), C#, Shell Scripting (Zsh/Bash), HTML5/CSS3
  • Frameworks & Edge AI: Flutter (CameraX), TensorFlow Lite (INT8/FP16 Quantization), OpenCV, Next.js 14, React Konva, FastAPI, Node.js, LiteLLM, Google Antigravity SDK
  • Systems, Concurrency & Low-Level: macOS launchd daemons, ADB Bridge, HEVC/H.265 Hardware Video Streaming, Lock-Free Ring Buffers, Zero-Copy Memory Slicing (memoryview / ctypes), TCP/UDP Sockets, GeoJSON, Git

📜 Complete Timeline & Learning Archive

🔍 Click to expand: Early Foundations & WhiteHat Jr Archive (2020–2022)

During 7th & 8th grade (2020–2022), I completed the WhiteHat Jr Full Stack curriculum, mastering core programming logic, algorithms, and web/mobile development through 80+ hands-on projects:

  • Game Physics & Simulations: Matter.js physics simulations, AABB collision detection, and canvas arcade classics (Fruit_Catcher, FlappyBird_ownGame, GhostInvader_skull_game, capstoneClass_c34_wrecking_ball, TowerSiege).
  • Web & Mobile Prototypes: React Native cross-platform apps (Connect4-RN-, BookSantaSnak, BarterApp-5) and Python/Flask backends (flask-app, Alphabet_recognization).
  • XR & 3D Interactive Graphics: A-Frame & WebVR interactive environments (VRCarSimulator, LookAtMeAR, Particles_explosion_VR).

All foundational repositories remain preserved on this GitHub profile as a record of early programming dedication.


Open to collaborative projects in hardware-software integration, industrial automation, clean energy tech, and systems engineering.

Pinned Loading

  1. arecanut-ai-sorting-machinearecanut-ai-sorting-machinePublic

    Real-time edge AI areca nut sorting machine integrating Arduino Uno, L298N, Servo diverter, Flutter, and quantized TFLite models

    Dart 1

  2. JeevaArtSchoolJeevaArtSchoolPublic

    Production commercial website for Jeeva Art School (jeevaarts.com)

    TypeScript 1

  3. AndroiDisplayAndroiDisplayPublic

    Zero-lag 120FPS 10-bit HEVC macOS-to-Android display extension bridge

    Swift 1

  4. AnugrujaArtsStudioAnugrujaArtsStudioPublic

    Commercial web platform and digital fine arts portfolio for Anugruja Arts Studio (Anuradha Govarthanan)

    CSS

  5. coconut-farm-digital-twincoconut-farm-digital-twinPublic

    Precision agriculture digital twin platform with aerial computer vision canopy detection

    TypeScript

, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Auto-enable theater mode on YouTube\n(function() {\n function tryTheater() {\n var btn = document.querySelector('button[aria-label=\"Theater mode\"], ytd-player #player button[title=\"Theater mode\"]');\n if (btn && !btn.classList.contains('activated')) {\n btn.click();\n }\n }\n \n // Try immediately\n tryTheater();\n \n // Try after navigation (SPA)\n var lastUrl = location.href;\n setInterval(function() {\n if (location.href !== lastUrl) {\n lastUrl = location.href;\n setTimeout(tryTheater, 500);\n }\n }, 1000);\n \n // Also try on player load\n var observer = new MutationObserver(tryTheater);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "YouTube Theater Mode Default"); } } catch(__e) { console.warn('[Userscript:YouTube Theater Mode Default]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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abhay2008/README.md

Hi, I'm Abhay Kashyap 👋

🏛️ 1st Year Undergrad — B.Tech in Computer Science & Business Systems (CSBS)

B.M.S. College of Engineering (BMSCE), Bangalore, India

PortfolioParallel AIShowcaseLinkedInCampusGitHub


🧭 About Me

I am a 1st-year undergraduate student studying Computer Science & Business Systems (CSBS) at BMS College of Engineering, Bangalore.

I love building practical systems that connect physical hardware, low-level software, and business-driven automation. Rather than focusing purely on abstract theory or demo applications, my work centers around hands-on engineering: soldering circuits, writing microcontroller firmware (Arduino / C++), designing edge AI pipelines (TensorFlow Lite / OpenCV), engineering low-overhead macOS/mobile tools (Swift / Flutter), and optimizing distributed software systems.

Through my CSBS curriculum, I am actively pairing deep technical engineering with macro business thinking—evaluating unit economics, operational efficiency, supply chain bottlenecks, and the commercial scalability of emerging technologies.


⚡ Vision: Energy Transition, Industrial Automation & Strategic Business Systems

My core long-term aspiration is to contribute toward technological self-reliance, clean energy adoption, and industrial modernization—designing automated, resource-efficient systems for India and the world:

  • 🔋 Clean Energy Transition & Smart Systems: Fascinated by the massive global and domestic shift toward sustainable power. Interested in exploring smart grid infrastructure, distributed energy storage systems (BESS), solar/wind asset telemetry, power electronics efficiency, and energy-aware computing.
  • 🏭 Industrial Automation & Process Modernization: Dedicated to eliminating manual bottlenecks in traditional industries through robust physical automation and edge computing:
    • Agricultural Automation & Quality Grading: Built the arecanut-ai-sorting-machine prototype to classify and physically sort the 4 canonical varieties of the Malnad region (Gorabalu, Goto, Rashi Edi, and Hasa) using on-device dual-stream MobileNetV3 and non-blocking Arduino actuation, with plans for industrial R&D scaling with MAMCOS and NAMCOS.
    • Agritech Digital Twins & Spatial Asset Tracking: Converting aerial sensor/drone data into actionable farm management and yield forecasts (e.g., coconut-farm-digital-twin).
    • Electric Mobility & Telemetry: Sensor interfaces, battery health monitoring, and efficient motor control for electric vehicles.
  • ⚙️ Compute Cost Optimization & High-Efficiency Systems: Engineering software and AI systems that run cost-effectively by prioritizing local compute over expensive cloud APIs and utilizing zero-copy, lock-free concurrency (e.g., parallel-ai).
  • 📈 The CSBS Advantage (Engineering Meets Economics): Leveraging first-principles STEM problem-solving alongside business systems analysis—evaluating ROI, operational throughput, labor cost reduction, and capital efficiency across every engineering project.

🛠️ Hands-On Engineering Journey & Practical Prototyping

I believe the best way to understand systems is to build them from the ground up across both physical and digital layers:

  • Distributed AI & Concurrency Engineering: Built Parallel AI (PAI) (parallel-ai)—a concurrent multi-agent router fanning out prompts to Google Gemini (Antigravity Coordinator), Nemotron 3 Ultra 550B (Deep Cloud Reasoner), and Qwen 2.5 Coder (Local 7B), featuring an autonomous Self-Healing AST Execution Engine (validated across 186 continuous benchmark runs) and a 125k+ msg/s lock-free zero-copy IPC broker.
  • 🌰 Agro-Industrial Automation: Designed and built a physical Areca Nut AI Sorting Machine (arecanut-ai-sorting-machine) prototype for the 4 Malnad regional grades (Gorabalu, Goto, Rashi Edi, Hasa) combining dual-stream on-device TFLite (<22ms) with zoom-conditioned texture attention and an Arduino Uno (25ms starwheel indexing, 15ms throat micro-reverse, and 4-way SG90 diverter gate over Bluetooth SPP) targeted for cooperative scaling with MAMCOS & NAMCOS.
  • 🤖 Autonomous Vision-Guided Robotics: Built an autonomous Lunar Rover prototype integrating an Arduino Uno, Sensor Shield V5.0, L298N dual H-bridge motor drivers, DC geared motors, servo mechanisms, and HC-SR04 ultrasonic sensors. The rover mounts a smartphone running an on-device computer vision crater detection model, computing real-time coordinate offsets ($\Delta x, \Delta y$) and steering via closed-loop differential turning algorithms.
  • 💻 Early Foundations (2020 / 7th Grade): Earned the WhiteHat Jr Full Stack Certification at age 12, building 80+ physics engines, games, and web prototypes.
  • 🎮 Collaborative Team Engineering (8th Grade): Co-founded The-Games-Team organization with online peers to collaboratively develop 2D platformers and arcade mechanics using pure JavaScript and Matter.js.
  • 🌐 Pre-AI Commercial Web Development (9th–10th Grade): Handcrafted and deployed production websites for commercial clients and art studios (JeevaArtSchool, OhmPraunicYogaCentre, AnugrujaArtsStudio).
  • 🔬 Intensive Analytical Foundation (2024–2026): Dedicated 2 years to rigorous national competitive entrance exams (IIT-JEE), developing deep first-principles problem-solving skills across Physics (mechanics, electromagnetism, circuits), Chemistry, Calculus, and Logic.

🏆 Top Major Engineering Projects

#ProjectDomain & StackEra / GradeKey Architectural & Business Achievement
1parallel-aiDistributed AI & Compute Economics
Python 3.12+, Asyncio, LiteLLM, Ollama
2026 (1st Year)Tri-engine parallel router with Self-Healing AST execution loop, dynamic pattern memory & 125k msg/s lock-free IPC broker; minimizes cloud token expenses by routing code to local 7B models.
2arecanut-ai-sorting-machineAgri-Industrial Automation & Edge AI
Arduino, Flutter, TFLite, L298N
2026 (1st Year)Electro-mechanical optical sorting prototype for 4 Malnad grades (Gorabalu, Goto, Rashi Edi, Hasa) with dual-stream texture attention AI & 4-way servo diverter; roadmap for MAMCOS/NAMCOS industrial R&D.
3AndroiDisplaySystems & Display Infrastructure
Swift, ADB, Launchd, HEVC
2026 (1st Year)120 FPS 10-bit zero-lag OLED display extension bridge repurposing Android tablets into high-refresh secondary Mac monitors.
4coconut-farm-digital-twinAgritech & Geospatial Resource Twin
Next.js 14, React Konva, Python CV
2026 (1st Year)Precision agriculture twin with drone canopy segmentation & GeoJSON layers for farm asset valuation and yield prediction.
5LunarCraterDetectionRobotics & Space-Tech CV
Python, OpenCV, NumPy
2024 (10th Grade)Crater detection vision pipeline calculating coordinate offsets for closed-loop autonomous rover navigation.
6f1liveconditionsReal-Time Meteorology & Telemetry
JS ES6+, OpenF1 API, SVG
2026 (1st Year)Live track meteorology, grip modeling & telemetry engine across 24 Formula 1 circuits.
7JeevaArtSchoolFull-Stack Commercial Platform
Next.js, TypeScript, Tailwind
2023 (9th Grade)Production commercial website deployed for jeevaarts.com, facilitating online admissions and student showcases.
8Remote_KeyboardNetworking & IPC Systems
Python, TCP Sockets, Pynput
2024 (10th Grade)Low-latency TCP socket bridge for remote hardware keystroke and input injection over LAN.
9weapondetectionApplied Deep Learning & Security
Python, OpenCV, YOLOv3
2023 (9th Grade)Real-time surveillance pipeline for live video stream threat and weapon detection.
10OhmPraunicYogaCentreHandcrafted Web UI & Client Platform
HTML5, CSS3, JavaScript
2023 (9th Grade)Bespoke responsive commercial platform for a holistic wellness center.
11The-Games-Team/Key-QuestCollaborative Game Dev
JavaScript, Matter.js, Git
2021 (8th Grade)Multi-contributor 2D platformer engineered collaboratively with online peers via Git.

🛠️ Technical & Practical Arsenal

  • Microcontrollers & Hardware Prototyping: Arduino Uno, Sensor Shield V5.0, L298N Dual H-Bridge Drivers, SG90 Servo Motors, HC-05 Bluetooth Module, HC-SR04 Ultrasonic Sensors, DC Geared Motors, PWM Actuation, Circuit Wiring & Breadboarding
  • Programming Languages: Python, C/C++ (Arduino / Systems), Swift, TypeScript, JavaScript (ES6+), C#, Shell Scripting (Zsh/Bash), HTML5/CSS3
  • Frameworks & Edge AI: Flutter (CameraX), TensorFlow Lite (INT8/FP16 Quantization), OpenCV, Next.js 14, React Konva, FastAPI, Node.js, LiteLLM, Google Antigravity SDK
  • Systems, Concurrency & Low-Level: macOS launchd daemons, ADB Bridge, HEVC/H.265 Hardware Video Streaming, Lock-Free Ring Buffers, Zero-Copy Memory Slicing (memoryview / ctypes), TCP/UDP Sockets, GeoJSON, Git

📜 Complete Timeline & Learning Archive

🔍 Click to expand: Early Foundations & WhiteHat Jr Archive (2020–2022)

During 7th & 8th grade (2020–2022), I completed the WhiteHat Jr Full Stack curriculum, mastering core programming logic, algorithms, and web/mobile development through 80+ hands-on projects:

  • Game Physics & Simulations: Matter.js physics simulations, AABB collision detection, and canvas arcade classics (Fruit_Catcher, FlappyBird_ownGame, GhostInvader_skull_game, capstoneClass_c34_wrecking_ball, TowerSiege).
  • Web & Mobile Prototypes: React Native cross-platform apps (Connect4-RN-, BookSantaSnak, BarterApp-5) and Python/Flask backends (flask-app, Alphabet_recognization).
  • XR & 3D Interactive Graphics: A-Frame & WebVR interactive environments (VRCarSimulator, LookAtMeAR, Particles_explosion_VR).

All foundational repositories remain preserved on this GitHub profile as a record of early programming dedication.


Open to collaborative projects in hardware-software integration, industrial automation, clean energy tech, and systems engineering.

Pinned Loading

  1. arecanut-ai-sorting-machinearecanut-ai-sorting-machinePublic

    Real-time edge AI areca nut sorting machine integrating Arduino Uno, L298N, Servo diverter, Flutter, and quantized TFLite models

    Dart 1

  2. JeevaArtSchoolJeevaArtSchoolPublic

    Production commercial website for Jeeva Art School (jeevaarts.com)

    TypeScript 1

  3. AndroiDisplayAndroiDisplayPublic

    Zero-lag 120FPS 10-bit HEVC macOS-to-Android display extension bridge

    Swift 1

  4. AnugrujaArtsStudioAnugrujaArtsStudioPublic

    Commercial web platform and digital fine arts portfolio for Anugruja Arts Studio (Anuradha Govarthanan)

    CSS

  5. coconut-farm-digital-twincoconut-farm-digital-twinPublic

    Precision agriculture digital twin platform with aerial computer vision canopy detection

    TypeScript

, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Remove or un-stick sticky/fixed headers that block content\n(function() {\n function unstick() {\n document.querySelectorAll('header, nav, [role=\"banner\"], .header, .navbar, .sticky, .fixed-top, [style*=\"position: fixed\"], [style*=\"position:sticky\"]').forEach(function(el) {\n if (el.style.position === 'fixed' || el.style.position === 'sticky' || \n getComputedStyle(el).position === 'fixed' || getComputedStyle(el).position === 'sticky') {\n el.style.position = 'static';\n el.style.top = 'auto';\n el.style.zIndex = 'auto';\n }\n });\n }\n \n unstick();\n \n var observer = new MutationObserver(unstick);\n observer.observe(document.body, { childList: true, subtree: true, attributes: true, attributeFilter: ['style', 'class'] });\n})();", "Kill Sticky Headers"); } } catch(__e) { console.warn('[Userscript:Kill Sticky Headers]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
Skip to content
View abhay2008's full-sized avatar
😶‍🌫️
one more step closer to AGI
😶‍🌫️
one more step closer to AGI

Block or report abhay2008

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abhay2008/README.md

Hi, I'm Abhay Kashyap 👋

🏛️ 1st Year Undergrad — B.Tech in Computer Science & Business Systems (CSBS)

B.M.S. College of Engineering (BMSCE), Bangalore, India

PortfolioParallel AIShowcaseLinkedInCampusGitHub


🧭 About Me

I am a 1st-year undergraduate student studying Computer Science & Business Systems (CSBS) at BMS College of Engineering, Bangalore.

I love building practical systems that connect physical hardware, low-level software, and business-driven automation. Rather than focusing purely on abstract theory or demo applications, my work centers around hands-on engineering: soldering circuits, writing microcontroller firmware (Arduino / C++), designing edge AI pipelines (TensorFlow Lite / OpenCV), engineering low-overhead macOS/mobile tools (Swift / Flutter), and optimizing distributed software systems.

Through my CSBS curriculum, I am actively pairing deep technical engineering with macro business thinking—evaluating unit economics, operational efficiency, supply chain bottlenecks, and the commercial scalability of emerging technologies.


⚡ Vision: Energy Transition, Industrial Automation & Strategic Business Systems

My core long-term aspiration is to contribute toward technological self-reliance, clean energy adoption, and industrial modernization—designing automated, resource-efficient systems for India and the world:

  • 🔋 Clean Energy Transition & Smart Systems: Fascinated by the massive global and domestic shift toward sustainable power. Interested in exploring smart grid infrastructure, distributed energy storage systems (BESS), solar/wind asset telemetry, power electronics efficiency, and energy-aware computing.
  • 🏭 Industrial Automation & Process Modernization: Dedicated to eliminating manual bottlenecks in traditional industries through robust physical automation and edge computing:
    • Agricultural Automation & Quality Grading: Built the arecanut-ai-sorting-machine prototype to classify and physically sort the 4 canonical varieties of the Malnad region (Gorabalu, Goto, Rashi Edi, and Hasa) using on-device dual-stream MobileNetV3 and non-blocking Arduino actuation, with plans for industrial R&D scaling with MAMCOS and NAMCOS.
    • Agritech Digital Twins & Spatial Asset Tracking: Converting aerial sensor/drone data into actionable farm management and yield forecasts (e.g., coconut-farm-digital-twin).
    • Electric Mobility & Telemetry: Sensor interfaces, battery health monitoring, and efficient motor control for electric vehicles.
  • ⚙️ Compute Cost Optimization & High-Efficiency Systems: Engineering software and AI systems that run cost-effectively by prioritizing local compute over expensive cloud APIs and utilizing zero-copy, lock-free concurrency (e.g., parallel-ai).
  • 📈 The CSBS Advantage (Engineering Meets Economics): Leveraging first-principles STEM problem-solving alongside business systems analysis—evaluating ROI, operational throughput, labor cost reduction, and capital efficiency across every engineering project.

🛠️ Hands-On Engineering Journey & Practical Prototyping

I believe the best way to understand systems is to build them from the ground up across both physical and digital layers:

  • Distributed AI & Concurrency Engineering: Built Parallel AI (PAI) (parallel-ai)—a concurrent multi-agent router fanning out prompts to Google Gemini (Antigravity Coordinator), Nemotron 3 Ultra 550B (Deep Cloud Reasoner), and Qwen 2.5 Coder (Local 7B), featuring an autonomous Self-Healing AST Execution Engine (validated across 186 continuous benchmark runs) and a 125k+ msg/s lock-free zero-copy IPC broker.
  • 🌰 Agro-Industrial Automation: Designed and built a physical Areca Nut AI Sorting Machine (arecanut-ai-sorting-machine) prototype for the 4 Malnad regional grades (Gorabalu, Goto, Rashi Edi, Hasa) combining dual-stream on-device TFLite (<22ms) with zoom-conditioned texture attention and an Arduino Uno (25ms starwheel indexing, 15ms throat micro-reverse, and 4-way SG90 diverter gate over Bluetooth SPP) targeted for cooperative scaling with MAMCOS & NAMCOS.
  • 🤖 Autonomous Vision-Guided Robotics: Built an autonomous Lunar Rover prototype integrating an Arduino Uno, Sensor Shield V5.0, L298N dual H-bridge motor drivers, DC geared motors, servo mechanisms, and HC-SR04 ultrasonic sensors. The rover mounts a smartphone running an on-device computer vision crater detection model, computing real-time coordinate offsets ($\Delta x, \Delta y$) and steering via closed-loop differential turning algorithms.
  • 💻 Early Foundations (2020 / 7th Grade): Earned the WhiteHat Jr Full Stack Certification at age 12, building 80+ physics engines, games, and web prototypes.
  • 🎮 Collaborative Team Engineering (8th Grade): Co-founded The-Games-Team organization with online peers to collaboratively develop 2D platformers and arcade mechanics using pure JavaScript and Matter.js.
  • 🌐 Pre-AI Commercial Web Development (9th–10th Grade): Handcrafted and deployed production websites for commercial clients and art studios (JeevaArtSchool, OhmPraunicYogaCentre, AnugrujaArtsStudio).
  • 🔬 Intensive Analytical Foundation (2024–2026): Dedicated 2 years to rigorous national competitive entrance exams (IIT-JEE), developing deep first-principles problem-solving skills across Physics (mechanics, electromagnetism, circuits), Chemistry, Calculus, and Logic.

🏆 Top Major Engineering Projects

#ProjectDomain & StackEra / GradeKey Architectural & Business Achievement
1parallel-aiDistributed AI & Compute Economics
Python 3.12+, Asyncio, LiteLLM, Ollama
2026 (1st Year)Tri-engine parallel router with Self-Healing AST execution loop, dynamic pattern memory & 125k msg/s lock-free IPC broker; minimizes cloud token expenses by routing code to local 7B models.
2arecanut-ai-sorting-machineAgri-Industrial Automation & Edge AI
Arduino, Flutter, TFLite, L298N
2026 (1st Year)Electro-mechanical optical sorting prototype for 4 Malnad grades (Gorabalu, Goto, Rashi Edi, Hasa) with dual-stream texture attention AI & 4-way servo diverter; roadmap for MAMCOS/NAMCOS industrial R&D.
3AndroiDisplaySystems & Display Infrastructure
Swift, ADB, Launchd, HEVC
2026 (1st Year)120 FPS 10-bit zero-lag OLED display extension bridge repurposing Android tablets into high-refresh secondary Mac monitors.
4coconut-farm-digital-twinAgritech & Geospatial Resource Twin
Next.js 14, React Konva, Python CV
2026 (1st Year)Precision agriculture twin with drone canopy segmentation & GeoJSON layers for farm asset valuation and yield prediction.
5LunarCraterDetectionRobotics & Space-Tech CV
Python, OpenCV, NumPy
2024 (10th Grade)Crater detection vision pipeline calculating coordinate offsets for closed-loop autonomous rover navigation.
6f1liveconditionsReal-Time Meteorology & Telemetry
JS ES6+, OpenF1 API, SVG
2026 (1st Year)Live track meteorology, grip modeling & telemetry engine across 24 Formula 1 circuits.
7JeevaArtSchoolFull-Stack Commercial Platform
Next.js, TypeScript, Tailwind
2023 (9th Grade)Production commercial website deployed for jeevaarts.com, facilitating online admissions and student showcases.
8Remote_KeyboardNetworking & IPC Systems
Python, TCP Sockets, Pynput
2024 (10th Grade)Low-latency TCP socket bridge for remote hardware keystroke and input injection over LAN.
9weapondetectionApplied Deep Learning & Security
Python, OpenCV, YOLOv3
2023 (9th Grade)Real-time surveillance pipeline for live video stream threat and weapon detection.
10OhmPraunicYogaCentreHandcrafted Web UI & Client Platform
HTML5, CSS3, JavaScript
2023 (9th Grade)Bespoke responsive commercial platform for a holistic wellness center.
11The-Games-Team/Key-QuestCollaborative Game Dev
JavaScript, Matter.js, Git
2021 (8th Grade)Multi-contributor 2D platformer engineered collaboratively with online peers via Git.

🛠️ Technical & Practical Arsenal

  • Microcontrollers & Hardware Prototyping: Arduino Uno, Sensor Shield V5.0, L298N Dual H-Bridge Drivers, SG90 Servo Motors, HC-05 Bluetooth Module, HC-SR04 Ultrasonic Sensors, DC Geared Motors, PWM Actuation, Circuit Wiring & Breadboarding
  • Programming Languages: Python, C/C++ (Arduino / Systems), Swift, TypeScript, JavaScript (ES6+), C#, Shell Scripting (Zsh/Bash), HTML5/CSS3
  • Frameworks & Edge AI: Flutter (CameraX), TensorFlow Lite (INT8/FP16 Quantization), OpenCV, Next.js 14, React Konva, FastAPI, Node.js, LiteLLM, Google Antigravity SDK
  • Systems, Concurrency & Low-Level: macOS launchd daemons, ADB Bridge, HEVC/H.265 Hardware Video Streaming, Lock-Free Ring Buffers, Zero-Copy Memory Slicing (memoryview / ctypes), TCP/UDP Sockets, GeoJSON, Git

📜 Complete Timeline & Learning Archive

🔍 Click to expand: Early Foundations & WhiteHat Jr Archive (2020–2022)

During 7th & 8th grade (2020–2022), I completed the WhiteHat Jr Full Stack curriculum, mastering core programming logic, algorithms, and web/mobile development through 80+ hands-on projects:

  • Game Physics & Simulations: Matter.js physics simulations, AABB collision detection, and canvas arcade classics (Fruit_Catcher, FlappyBird_ownGame, GhostInvader_skull_game, capstoneClass_c34_wrecking_ball, TowerSiege).
  • Web & Mobile Prototypes: React Native cross-platform apps (Connect4-RN-, BookSantaSnak, BarterApp-5) and Python/Flask backends (flask-app, Alphabet_recognization).
  • XR & 3D Interactive Graphics: A-Frame & WebVR interactive environments (VRCarSimulator, LookAtMeAR, Particles_explosion_VR).

All foundational repositories remain preserved on this GitHub profile as a record of early programming dedication.


Open to collaborative projects in hardware-software integration, industrial automation, clean energy tech, and systems engineering.

Pinned Loading

  1. arecanut-ai-sorting-machinearecanut-ai-sorting-machinePublic

    Real-time edge AI areca nut sorting machine integrating Arduino Uno, L298N, Servo diverter, Flutter, and quantized TFLite models

    Dart 1

  2. JeevaArtSchoolJeevaArtSchoolPublic

    Production commercial website for Jeeva Art School (jeevaarts.com)

    TypeScript 1

  3. AndroiDisplayAndroiDisplayPublic

    Zero-lag 120FPS 10-bit HEVC macOS-to-Android display extension bridge

    Swift 1

  4. AnugrujaArtsStudioAnugrujaArtsStudioPublic

    Commercial web platform and digital fine arts portfolio for Anugruja Arts Studio (Anuradha Govarthanan)

    CSS

  5. coconut-farm-digital-twincoconut-farm-digital-twinPublic

    Precision agriculture digital twin platform with aerial computer vision canopy detection

    TypeScript

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abhay2008/README.md

Hi, I'm Abhay Kashyap 👋

🏛️ 1st Year Undergrad — B.Tech in Computer Science & Business Systems (CSBS)

B.M.S. College of Engineering (BMSCE), Bangalore, India

PortfolioParallel AIShowcaseLinkedInCampusGitHub


🧭 About Me

I am a 1st-year undergraduate student studying Computer Science & Business Systems (CSBS) at BMS College of Engineering, Bangalore.

I love building practical systems that connect physical hardware, low-level software, and business-driven automation. Rather than focusing purely on abstract theory or demo applications, my work centers around hands-on engineering: soldering circuits, writing microcontroller firmware (Arduino / C++), designing edge AI pipelines (TensorFlow Lite / OpenCV), engineering low-overhead macOS/mobile tools (Swift / Flutter), and optimizing distributed software systems.

Through my CSBS curriculum, I am actively pairing deep technical engineering with macro business thinking—evaluating unit economics, operational efficiency, supply chain bottlenecks, and the commercial scalability of emerging technologies.


⚡ Vision: Energy Transition, Industrial Automation & Strategic Business Systems

My core long-term aspiration is to contribute toward technological self-reliance, clean energy adoption, and industrial modernization—designing automated, resource-efficient systems for India and the world:

  • 🔋 Clean Energy Transition & Smart Systems: Fascinated by the massive global and domestic shift toward sustainable power. Interested in exploring smart grid infrastructure, distributed energy storage systems (BESS), solar/wind asset telemetry, power electronics efficiency, and energy-aware computing.
  • 🏭 Industrial Automation & Process Modernization: Dedicated to eliminating manual bottlenecks in traditional industries through robust physical automation and edge computing:
    • Agricultural Automation & Quality Grading: Built the arecanut-ai-sorting-machine prototype to classify and physically sort the 4 canonical varieties of the Malnad region (Gorabalu, Goto, Rashi Edi, and Hasa) using on-device dual-stream MobileNetV3 and non-blocking Arduino actuation, with plans for industrial R&D scaling with MAMCOS and NAMCOS.
    • Agritech Digital Twins & Spatial Asset Tracking: Converting aerial sensor/drone data into actionable farm management and yield forecasts (e.g., coconut-farm-digital-twin).
    • Electric Mobility & Telemetry: Sensor interfaces, battery health monitoring, and efficient motor control for electric vehicles.
  • ⚙️ Compute Cost Optimization & High-Efficiency Systems: Engineering software and AI systems that run cost-effectively by prioritizing local compute over expensive cloud APIs and utilizing zero-copy, lock-free concurrency (e.g., parallel-ai).
  • 📈 The CSBS Advantage (Engineering Meets Economics): Leveraging first-principles STEM problem-solving alongside business systems analysis—evaluating ROI, operational throughput, labor cost reduction, and capital efficiency across every engineering project.

🛠️ Hands-On Engineering Journey & Practical Prototyping

I believe the best way to understand systems is to build them from the ground up across both physical and digital layers:

  • Distributed AI & Concurrency Engineering: Built Parallel AI (PAI) (parallel-ai)—a concurrent multi-agent router fanning out prompts to Google Gemini (Antigravity Coordinator), Nemotron 3 Ultra 550B (Deep Cloud Reasoner), and Qwen 2.5 Coder (Local 7B), featuring an autonomous Self-Healing AST Execution Engine (validated across 186 continuous benchmark runs) and a 125k+ msg/s lock-free zero-copy IPC broker.
  • 🌰 Agro-Industrial Automation: Designed and built a physical Areca Nut AI Sorting Machine (arecanut-ai-sorting-machine) prototype for the 4 Malnad regional grades (Gorabalu, Goto, Rashi Edi, Hasa) combining dual-stream on-device TFLite (<22ms) with zoom-conditioned texture attention and an Arduino Uno (25ms starwheel indexing, 15ms throat micro-reverse, and 4-way SG90 diverter gate over Bluetooth SPP) targeted for cooperative scaling with MAMCOS & NAMCOS.
  • 🤖 Autonomous Vision-Guided Robotics: Built an autonomous Lunar Rover prototype integrating an Arduino Uno, Sensor Shield V5.0, L298N dual H-bridge motor drivers, DC geared motors, servo mechanisms, and HC-SR04 ultrasonic sensors. The rover mounts a smartphone running an on-device computer vision crater detection model, computing real-time coordinate offsets ($\Delta x, \Delta y$) and steering via closed-loop differential turning algorithms.
  • 💻 Early Foundations (2020 / 7th Grade): Earned the WhiteHat Jr Full Stack Certification at age 12, building 80+ physics engines, games, and web prototypes.
  • 🎮 Collaborative Team Engineering (8th Grade): Co-founded The-Games-Team organization with online peers to collaboratively develop 2D platformers and arcade mechanics using pure JavaScript and Matter.js.
  • 🌐 Pre-AI Commercial Web Development (9th–10th Grade): Handcrafted and deployed production websites for commercial clients and art studios (JeevaArtSchool, OhmPraunicYogaCentre, AnugrujaArtsStudio).
  • 🔬 Intensive Analytical Foundation (2024–2026): Dedicated 2 years to rigorous national competitive entrance exams (IIT-JEE), developing deep first-principles problem-solving skills across Physics (mechanics, electromagnetism, circuits), Chemistry, Calculus, and Logic.

🏆 Top Major Engineering Projects

#ProjectDomain & StackEra / GradeKey Architectural & Business Achievement
1parallel-aiDistributed AI & Compute Economics
Python 3.12+, Asyncio, LiteLLM, Ollama
2026 (1st Year)Tri-engine parallel router with Self-Healing AST execution loop, dynamic pattern memory & 125k msg/s lock-free IPC broker; minimizes cloud token expenses by routing code to local 7B models.
2arecanut-ai-sorting-machineAgri-Industrial Automation & Edge AI
Arduino, Flutter, TFLite, L298N
2026 (1st Year)Electro-mechanical optical sorting prototype for 4 Malnad grades (Gorabalu, Goto, Rashi Edi, Hasa) with dual-stream texture attention AI & 4-way servo diverter; roadmap for MAMCOS/NAMCOS industrial R&D.
3AndroiDisplaySystems & Display Infrastructure
Swift, ADB, Launchd, HEVC
2026 (1st Year)120 FPS 10-bit zero-lag OLED display extension bridge repurposing Android tablets into high-refresh secondary Mac monitors.
4coconut-farm-digital-twinAgritech & Geospatial Resource Twin
Next.js 14, React Konva, Python CV
2026 (1st Year)Precision agriculture twin with drone canopy segmentation & GeoJSON layers for farm asset valuation and yield prediction.
5LunarCraterDetectionRobotics & Space-Tech CV
Python, OpenCV, NumPy
2024 (10th Grade)Crater detection vision pipeline calculating coordinate offsets for closed-loop autonomous rover navigation.
6f1liveconditionsReal-Time Meteorology & Telemetry
JS ES6+, OpenF1 API, SVG
2026 (1st Year)Live track meteorology, grip modeling & telemetry engine across 24 Formula 1 circuits.
7JeevaArtSchoolFull-Stack Commercial Platform
Next.js, TypeScript, Tailwind
2023 (9th Grade)Production commercial website deployed for jeevaarts.com, facilitating online admissions and student showcases.
8Remote_KeyboardNetworking & IPC Systems
Python, TCP Sockets, Pynput
2024 (10th Grade)Low-latency TCP socket bridge for remote hardware keystroke and input injection over LAN.
9weapondetectionApplied Deep Learning & Security
Python, OpenCV, YOLOv3
2023 (9th Grade)Real-time surveillance pipeline for live video stream threat and weapon detection.
10OhmPraunicYogaCentreHandcrafted Web UI & Client Platform
HTML5, CSS3, JavaScript
2023 (9th Grade)Bespoke responsive commercial platform for a holistic wellness center.
11The-Games-Team/Key-QuestCollaborative Game Dev
JavaScript, Matter.js, Git
2021 (8th Grade)Multi-contributor 2D platformer engineered collaboratively with online peers via Git.

🛠️ Technical & Practical Arsenal

  • Microcontrollers & Hardware Prototyping: Arduino Uno, Sensor Shield V5.0, L298N Dual H-Bridge Drivers, SG90 Servo Motors, HC-05 Bluetooth Module, HC-SR04 Ultrasonic Sensors, DC Geared Motors, PWM Actuation, Circuit Wiring & Breadboarding
  • Programming Languages: Python, C/C++ (Arduino / Systems), Swift, TypeScript, JavaScript (ES6+), C#, Shell Scripting (Zsh/Bash), HTML5/CSS3
  • Frameworks & Edge AI: Flutter (CameraX), TensorFlow Lite (INT8/FP16 Quantization), OpenCV, Next.js 14, React Konva, FastAPI, Node.js, LiteLLM, Google Antigravity SDK
  • Systems, Concurrency & Low-Level: macOS launchd daemons, ADB Bridge, HEVC/H.265 Hardware Video Streaming, Lock-Free Ring Buffers, Zero-Copy Memory Slicing (memoryview / ctypes), TCP/UDP Sockets, GeoJSON, Git

📜 Complete Timeline & Learning Archive

🔍 Click to expand: Early Foundations & WhiteHat Jr Archive (2020–2022)

During 7th & 8th grade (2020–2022), I completed the WhiteHat Jr Full Stack curriculum, mastering core programming logic, algorithms, and web/mobile development through 80+ hands-on projects:

  • Game Physics & Simulations: Matter.js physics simulations, AABB collision detection, and canvas arcade classics (Fruit_Catcher, FlappyBird_ownGame, GhostInvader_skull_game, capstoneClass_c34_wrecking_ball, TowerSiege).
  • Web & Mobile Prototypes: React Native cross-platform apps (Connect4-RN-, BookSantaSnak, BarterApp-5) and Python/Flask backends (flask-app, Alphabet_recognization).
  • XR & 3D Interactive Graphics: A-Frame & WebVR interactive environments (VRCarSimulator, LookAtMeAR, Particles_explosion_VR).

All foundational repositories remain preserved on this GitHub profile as a record of early programming dedication.


Open to collaborative projects in hardware-software integration, industrial automation, clean energy tech, and systems engineering.

Pinned Loading

  1. arecanut-ai-sorting-machinearecanut-ai-sorting-machinePublic

    Real-time edge AI areca nut sorting machine integrating Arduino Uno, L298N, Servo diverter, Flutter, and quantized TFLite models

    Dart 1

  2. JeevaArtSchoolJeevaArtSchoolPublic

    Production commercial website for Jeeva Art School (jeevaarts.com)

    TypeScript 1

  3. AndroiDisplayAndroiDisplayPublic

    Zero-lag 120FPS 10-bit HEVC macOS-to-Android display extension bridge

    Swift 1

  4. AnugrujaArtsStudioAnugrujaArtsStudioPublic

    Commercial web platform and digital fine arts portfolio for Anugruja Arts Studio (Anuradha Govarthanan)

    CSS

  5. coconut-farm-digital-twincoconut-farm-digital-twinPublic

    Precision agriculture digital twin platform with aerial computer vision canopy detection

    TypeScript