Applied Projects

Fridge Vision
Fridge Vision is a OpenAI based system that identifies ingredients from live camera feeds or recorded video, then uses contextual reasoning to suggest recipes or food insights. It combines object detection, classification, and generative modeling to transform visual inputs into structured, actionable outputs.

Injection Detection RAG
Injection Detection RAG is a retrieval-augmented detection and mitigation framework that protects large-language-model pipelines from prompt injections, contamination, and retrieval poisoning. It continuously analyzes queries, documents, and embedding to identify anomalies, preserve provenance, and maintain factual consistency using.

Scholastic Chatbot
Scholastic Chatbot is a Retrieval-Augmented Generation (RAG) chatbot that is designed for schools where AI can assist in learning while keeping the content age and grade appropriate. The demo is live and we would love to hear feedback and requests for improvements!

Theoretical and Experimental Research

Hallucination Thermodynamics
Hallucination Thermodynamics investigates hallucinations as a measurable thermodynamic phenomenon, it establishes a scientific basis for predicting, detecting, and cooling semantic drift in large models.

Cognitive Forge
Cognitive Forge is an experimental architecture using OpenAI that explores how AI systems can self-stabilize — detecting inconsistencies, reorganizing their own context, and aligning generative reasoning with verifiable reality.