Chat-With-CUHKSZ provides a streamlined pipeline for building a domain-specific chatbot over the CUHKSZ knowledge base. After cloning the repository, users configure their OpenAI API credentials and specify document sources, such as campus PDFs, website pages, and research papers. The tool uses LlamaIndex to preprocess and index documents, creating an efficient vectorized store. LangChain orchestrates the retrieval and prompts, delivering relevant answers in a conversational interface. The architecture supports adding custom documents, fine-tuning prompt strategies, and deploying via Streamlit or a Python server. It also integrates optional semantic search enhancements, supports logging queries for auditing, and can be extended to other universities with minimal configuration.

OLI (OpenAI Logic Interpreter) is a client-side framework designed to simplify the creation of AI agents within web applications by leveraging the OpenAI API. Developers can define custom functions that OLI intelligently selects based on user prompts, manage conversational context to maintain coherent state across multiple interactions, and chain API calls for complex workflows such as booking appointments or generating reports. Furthermore, OLI includes utilities for parsing responses, handling errors, and integrating third-party services through webhooks or REST endpoints. Because it’s fully modular and open-source, teams can customize agent behaviors, add new capabilities, and deploy OLI agents on any web platform without backend dependencies. OLI accelerates development of conversational UIs and automations.

HyperChat is a developer-centric AI agent framework that simplifies embedding conversational AI into applications. It unifies connections to various LLM providers, handles session context and memory persistence, and delivers streamed partial replies for responsive UIs. Built-in function calling and plugin support enable executing external APIs, enriching conversations with real-world data and actions. Its modular architecture and UI toolkit allow rapid prototyping and production-grade deployments across web, Electron, and Node.js environments.