work WheelSonnet (GPT-2 from Scratch) 124M & 355M GPT-2 from scratch in PyTorch — sentiment, paraphrase detection, sonnet generation, and ONNX export. Dagestan Temporal graph memory layer for LLMs — time-aware knowledge graphs replacing flat vector embeddings. PyTurk (MiniTorch) Minimal PyTorch-style autograd engine and neural network framework from scratch for education. ChessMania End-to-end Chess MLOps pipeline — from PGN ingestion to Transformer-powered next-move prediction. Makesense MLOps Pipeline End-to-end multimodal MLOps pipeline for entity extraction, relationship discovery, and knowledge graph construction. PaperTrail AI-powered research paper discovery, semantic search, and RAG-based Q&A over arXiv papers. Vision Transformer & Swin Transformer From-scratch PyTorch implementations of ViT and Swin Transformer papers. Manimator & Dualmation Text-to-math-animation generation using agentic workflows and Manim library, plus hybrid LLM-diffusion educational animation. NetSecMLOps End-to-end MLOps pipeline for network security models with automated training, validation, and deployment. fun