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External Projects

This section showcases selected external projects and work from my portfolio at AIMP Labs. These represent practical applications of AI and development techniques, from building framework-free RAG chatbots to innovative legal AI systems.

Each project below includes context, key technologies, and a link to the full implementation.

LangChain-Free RAG Chatbot: Budget 2024 (Part I)

Build a custom Retrieval-Augmented Generation chatbot without heavy frameworks. Uses India's Budget 2024 as a practical example, running on local CPU with Llamafile, FAISS, and TF-IDF embeddings—no API keys or expensive hardware required.

Tech Stack: Python, Llamafile, FAISS, TF-IDF, local CPU inference

LangChain-Free RAG Chatbot: Budget 2024 (Part II)

The same RAG chatbot approach, but running on Google Colab's free GPU. Learn how to leverage cloud resources without paying for expensive infrastructure—ideal for rapid prototyping and development.

Tech Stack: Python, Llamafile, Google Colab GPU, FAISS, TF-IDF

An AI-powered chatbot designed to interpret and explain India's recently enacted legal codes (BNS, BNSS, BSA). Provides contextual legal guidance for professionals, students, and citizens seeking quick, accurate legal information.

Tech Stack: Python, legal domain knowledge integration, RAG, conversational AI