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AaradhyaDT/README.md

Aaradhya Dev Tamrakar

Typing SVG

Portfolio LinkedIn Email


About

I build systems at the boundary of physical sensing, embedded Edge AI, OS-level execution, and agentic infrastructure — with a relentless focus on getting models out of notebooks into production hardware and reliable software pipelines.

Undergraduate Electronics, Communication & Information Engineer (BEI) at Kathmandu Engineering College (IOE, Tribhuvan University), graduating January 2027. Primary focus on Edge AI, real-time embedded firmware, Model Context Protocol (FastMCP) tooling, and deterministic verification.


Active Systems & Ecosystem

System Focus Core Stack Status
SPARK Wearable fall detection & Edge AI ESP32-S3 · FreeRTOS · INT8 CNN · TFLite Micro · IMU E4 Verified
BiasAperture Vision fairness & demographic bias audit AIF360 · Fairlearn · SHAP · FairFace · BCa Bootstrap E4 Verified
super-nlm Multi-account NotebookLM research hub FastMCP · Python · Playwright · SQLite · SSE Active Engine
SysOptimizer Win32 NT kernel memory optimization Python · C# · Win32 API · EmptyWorkingSet · WMI Active Tool
FastMCP Suite CAD/BIM & ecosystem MCP servers FastMCP · Python · Fusion360 · AutoCAD · Revit · ETABS Shipped
Alpha Super-App Modern modular Android super-app Kotlin · Jetpack Compose · Material 3 · DataStore In Progress

Selected Demonstrations

Project Highlights & Measured Metrics
SPARK Wearable Intelligence 18.5 KB INT8 CNN on ESP32-S3, 0.9185 AUC-ROC on SisFall dataset, 200 Hz FreeRTOS ISR sampling, zero-drift on-device inference
BiasAperture Vision Fairness Audited 126 demographic intersections with BCa bootstrap confidence intervals; automated DIR & Equalized Odds disparity detection
Gesture-Controlled Self-Balancing Robot Real-time PID balance control · MPU6050 complementary filter · MediaPipe hand tracking · DRV8825 · MATLAB hardware-in-the-loop (9.6/10 rating)
Text-to-SQL Agentic Pipeline 5-stage agentic workflow (Planner $\to$ Generator $\to$ Validator $\to$ Executor $\to$ Summarizer) achieving 100% accuracy on 50 questions
Telco Churn & CLV Ensemble Classification + CLV regression ensembles · SMOTE · Bayesian hyperparameter optimization · SHAP global & local explainability
Edge AI Stability System IMU-based kinematics classification · Edge Random Forest · FastAPI real-time telemetry stream (99.8% test accuracy)

Technical Toolchain

Domain Technologies
Languages Python 3.11+ · C / C++ (Embedded) · C# (.NET 10) · Kotlin · SQL (PostgreSQL) · VHDL · JavaScript / TypeScript
Embedded & Edge ESP32-S3 · ESP-IDF · FreeRTOS · TFLite Micro · Arduino · MPU-6050 · DRV8825 · Vivado / FPGA · Logic Analyzers
AI / ML & Fairness PyTorch · scikit-learn · XGBoost · AIF360 · Fairlearn · SHAP · SimPy · Bayesian Optimization · Joblib
Agentic & Protocols Model Context Protocol (FastMCP) · FastAPI · Win32 NT APIs · Docker · SQLite / PostgreSQL · WebCrypto
Mobile & Frontend Jetpack Compose · Material Design 3 · Svelte · Tailwind CSS · CameraX · MediaPipe
Workflow & Tooling Git · GitHub Actions · MATLAB · Jupyter · VS Code · LaTeX / Overleaf · CMake

Leadership & Fellowships

Role Organization Term
Fuse AI Fellow Fusemachines 2026 – Present
Vice Chair IEEE KEC KTM Student Branch 2026 – 2027
DataCamp Fellow · Cohort 2 Nepalese Society of Student Researchers (NSSR) 2026 – Present
Event Manager Electronics Project Club (EPC), KEC 2026 – Present
Makerspace Ambassador Kathmandu Engineering College 2026 – Present

graduating Jan 2027 · Systems & Edge AI · Embedded Hardware · Agentic Tooling

Pinned Loading

  1. BiasAperture BiasAperture Public

    Demographic vision fairness & bias audit across 126 intersectional bins with BCa bootstrap confidence intervals

    HTML 1 1

  2. Aaradhya-Dev-Tamrakar/super-nlm Aaradhya-Dev-Tamrakar/super-nlm Public

    Multi-account NotebookLM research automation hub & Model Context Protocol (FastMCP) server

    Python

  3. Aaradhya-Dev-Tamrakar/SPARK Aaradhya-Dev-Tamrakar/SPARK Public template

    Embedded INT8 Edge AI fall detection wearable on ESP32-S3 (18.5 KB quantized CNN, 0.9185 AUC-ROC, 200 Hz FreeRTOS ISR)

    Jupyter Notebook

  4. Gesture-Controlled-Self-Balancing-Robot Gesture-Controlled-Self-Balancing-Robot Public template

    Two-wheeled balancing robot with real-time PID control, MPU-6050, MediaPipe vision teleoperation & DRV8825 stepper drivers

    C++ 2 1

  5. Aaradhya-Dev-Tamrakar/brainstorm Aaradhya-Dev-Tamrakar/brainstorm Public template

    Evidence-backed infrastructure for orchestrating, synchronizing, verifying, and experimentally evaluating a multi-tool engineering ecosystem.

    HTML 2 1

  6. AaradhyaDT.github.io AaradhyaDT.github.io Public

    Living systems engineering portfolio & interactive 3D knowledge graph with client-side WebCrypto AES-256-GCM encryption

    HTML 1