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CS Projects

Software development, machine learning, web applications, and everything in between. These projects represent the digital side of my work.

01110001
2025
Geometric and Dynamical Analysis of Function Vector Representations in Transformer Models

Geometric and Dynamical Analysis of Function Vector Representations in Transformer Models

Modeled internal transformer representations as trajectory dynamics in high-dimensional state space. Demonstrated representations lie on low-dimensional manifold, enabling long-horizon forecasting with low-rank state-space predictors, reducing compute by 22-50%. Developed orthogonal projection framework for behavioral steering.

Machine LearningTransformersNLPState-Space
00011100
2024
Web Server and NFS Development

Web Server and NFS Development

Developed a Single Threaded Web server in Rust parsing HTTP requests. Extended to multi-threaded server. Implemented a Distributed File System based on Sun Microsystems’ NFS enabling remote file access and seamless data sharing. Integrated an RPC layer for low-latency client-server communication.

RustCNetworkingNFSRPC
11000011
2023 - 2024
Facial Reconstruction from low-quality CCTV footages

Facial Reconstruction from low-quality CCTV footages

Implemented zero-reference deep curve estimation for frame-wise video light enhancement. Retrained YOLOv7 for real-time face detection and DeepSort for multi-object tracking. Applied GANs for landmark detection, frontalization, and reconstructed latent facial details using GFG-GAN restoring high-fidelity facial textures.

Computer VisionGANYOLOv7DeepSortDeep Learning
00111000
2024
Attendance App for Uttar Pradesh Police

Attendance App for Uttar Pradesh Police

Developed cross-platform app allowing facial recognition for attendance, geolocation recording, events management. Implemented Face Detection using HOG and SVM, and Anti-Spoofing using Gesture Detection via MediaPipe. Integrated containerized models within a Flutter app using Flask and Docker.

FlutterDockerPythonMachine LearningMediaPipe
10001111
2024
Dynamic Agentic RAG for Financial and Legal Use Cases

Dynamic Agentic RAG for Financial and Legal Use Cases

Developed a robust RAG application based on dynamic retrieval strategies and multi-agent orchestration for analytics and compliance. Implemented Graph-Based Text Indexing and MCTS/Markov Chain algorithms to optimize workflows. Prototyped advanced frameworks like MetaGPT, AFlow, and Hybrid RAG.

RAGLLMMulti-AgentLangGraphMetaGPT
01110001
2024 - 2025
StepsAI

StepsAI

Developed a production-grade, modular and autonomous Agents framework orchestrating OAuth flows for GitHub, Jira, Gmail, etc. Implemented stateful session management via Rclone and dynamic agentic workflows. Architected scalable ETL pipelines and leveraged Milvus and mem0 for advanced vector search and long-term memory.

LlamaIndexLangGraphETLMilvusCelery
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