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All Projects

A comprehensive archive of engineering research, AI pipelines, and web applications.

Semantic MCP Gateway(Most Recent)

An enterprise AI infrastructure control plane that dynamically prunes MCP tool schemas, caches semantically equivalent queries, intercepts adversarial prompt injections, and orchestrates resilient multi-provider LLM failover.

Model Context Protocol (MCP)Custom BM25 / TF-IDF Inverted IndexCharacter 3-Gram & Stemmed L2 Cosine SimilarityGroq LPU CloudGoogle GenAI SDK

Multi-Agent Academic Engagement Evaluator

A hybrid NLP pipeline combining a LangGraph multi-agent LLM workflow and a custom Data Augmented RoBERTa (DA-RoBERTa) sequence tagger for automated, discourse-level rhetorical analysis of academic texts.

LangChainLangGraphPydanticUvicornspaCyGroq APIGoogle Cloud PlatformDockerNgrok

Automotive Technical Intelligence RAG System

An optimized, full-stack Retrieval-Augmented Generation (RAG) architecture utilizing hybrid vector search and ONNX-based cross-encoder reranking to deliver highly accurate, document-grounded technical intelligence.

Retrieval-Augmented Generation (RAG)PostgreSQLpgvectorFastAPICI/CDRenderDockersentence-transformersEvaluation

Prompt Heist: Adversarial Prompting Sandbox

Adversarial testing framework evaluating LLM vulnerabilities to prompt injection, jailbreaking, and multi-turn attacks through interactive social engineering scenarios using the Groq API.

PythonStreamlitGroq APIPrompt InjectionRed TeamingLLM GuardrailsOpen Weight ModelsModel TestingModel Evaluation

Engagement Analyzer (Web Demo)

An interactive web application powered by a Data-Augmented RoBERTa (DA-RoBERTa) model to perform real-time discourse analysis, extending Automated Writing Evaluation (AWE) beyond basic grammar checks and surface-level linguistic analysis.

Web AppHugging FaceSpan DetectionPyTorchDA-RoBERTaspaCyStreamlit

Age and Gender Detection

Developed a computer vision pipeline to evaluate demographic attribute prediction and regression-to-the-mean bias, enabling real-time age and gender detection from webcam feeds using DeepFace and OpenCV.

Computer VisionTensorflowKerasOpenCVDeepfaceReal-time DetectionRetinaFaceModel Evaluation

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