|
|
|
|
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.
| 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 |
| 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 |
| 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) |
| 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 |
| 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


