Project: Intelligent Assistant based on OpenAI
Demonstrating the power of modern LLM models
A chatbot that not only answers questions, but conducts a meaningful dialogue, remembers the context, and understands voice messages.
Challenge: Move from scripts to natural dialogue
Most chatbots operate on pre-defined scenarios and cannot deviate from them. This creates the feeling of communicating with a robot. The task was to create a bot that:
- Behaves as human-like as possible.
- Maintains a continuous dialogue, remembering previous messages.
- Understands not only text, but also live speech.
- Easily integrates into the popular messenger Telegram.
Solution: Direct integration with the OpenAI Assistant API
We used the official API from OpenAI, which allowed us to implement advanced features with minimal effort:
Contextual dialogue
The bot 'remembers' the entire chat history with each user individually, which allows it to answer clarifying questions and maintain a complex conversation.
Speech recognition
The user can send a voice or audio message. The bot automatically recognizes speech, processes the request, and responds with text.
Memory management
A simple /reset command allows the user to start a dialogue 'from scratch' at any time, which is convenient for solving diverse tasks.
Simple and reliable architecture
The project is intentionally made concise to demonstrate how quickly a powerful AI assistant can be launched.
Under the hood: The power of large language models
Architectural diagram
graph TD;
User[User (Telegram)] --> Bot(python-telegram-bot);
Bot --> Processor[Audio/text processing];
Processor --> OpenAI_API[OpenAI Assistant API];
OpenAI_API --> Bot;
Bot --> User;
AI Core: OpenAI Assistant API
Context management, instruction execution, response generation
Bot Framework: python-telegram-bot
A classic and reliable library for the Telegram Bot API
Speech Recognition: OpenAI Whisper
Transcription of audio messages
Environment: python-dotenv
Secure management of API keys
Integrate Artificial Intelligence into your business
This project is just one example of the application of AI. We can create an intelligent consultant, HR assistant, or data analyst for your company.