Leveraged the power of Google Cloud's Vertex AI platform to develop advanced Large Language Models (LLMs). Utilizing the Python API provided by Google Cloud, this endeavor represents a significant stride in the realm of natural language processing and LLMs.

This is a RESTful API testing Framework using C#, .NET Core, xUnit, Specflow with Context Injection, Flurl and Fluent Assertions to test JSONPlaceholder REST API.

Context stuffing for LLMs

An innovative chatbot system that leverages the power of GPT-4 and Chroma embeddings to deliver context-aware responses based on provided documents.

Fine-tunes a T5-small model on the TellMeWhy dataset using context injection from a large language model (Gemini) to improve causal reasoning for “why” questions in narratives. Combines efficient training with human and automated evaluations to assess impact.

Demo of context injection by an AI Agent to creator browser based authorization flows during browser hijacking session by AI