Pocket Coder | Local Coding Assistant
Tools: PyTorch, LoRA, SFT, Unsloth, Ollama, MCP, GGUF
- Fine-tuned a 1.2B Liquid Foundation Model (LFM 2.5) using LoRA on custom datasets for coding tasks.
- Engineered an SFT pipeline to scale context length from 4K to 16K (local + Kaggle multi-GPU).
- Created an MCP server and integrated the model (Ollama) with Jupyter notebook magic command (%%code).
GRWM | Get README With Me
Tools: LangGraph, FastAPI, Next.js, GCP Cloud Run, SSE
- Achieved 100+ unique users in first 16 hours and 200+ within 24 hours.
- Built a multi-agent GenAI system with three specialized agents: Detective, CTO, and Ghostwriter.
- Implemented agent orchestration with LangGraph, real-time SSE, and personalized README generation.
- Deployed backend on GCP Cloud Run with rate limiting and rolling API key management.
Hand Gesture Segmentation with LNN
Tools: PyTorch, Liquid Neural Networks, Time-Series Modeling
- Explored Liquid Neural Networks (continuous-time recurrent models using LTC dynamics for temporal adaptability).
- Reproduced LTC architecture and implemented hand gesture segmentation on 32-dimensional time-series motion data.
- Built custom LTC cells and benchmarked against LSTM, achieving 54.6% validation accuracy with improved generalization stability.
Quizzo | Quiz Management System
Tools: Flask, Vue.js, Redis, Celery, PostgreSQL
- Engineered a scalable full-stack quiz platform with background task queues and API rate limiting.
- Implemented certificate generation and automated email workflows.