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https://github.com/divergentai/dreamgpt
Leverage hallucinations from Large Language Models (LLMs) for novelty-driven explorations.
https://github.com/divergentai/dreamgpt
agents artificial-intelligence automation generative-model ideas llm llms machinelearning ml
Last synced: 3 months ago
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Leverage hallucinations from Large Language Models (LLMs) for novelty-driven explorations.
- Host: GitHub
- URL: https://github.com/divergentai/dreamgpt
- Owner: DivergentAI
- License: mit
- Created: 2023-04-23T18:59:12.000Z (over 1 year ago)
- Default Branch: main
- Last Pushed: 2024-05-07T14:23:59.000Z (6 months ago)
- Last Synced: 2024-07-31T08:14:02.068Z (3 months ago)
- Topics: agents, artificial-intelligence, automation, generative-model, ideas, llm, llms, machinelearning, ml
- Language: Python
- Homepage:
- Size: 521 KB
- Stars: 547
- Watchers: 3
- Forks: 36
- Open Issues: 3
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Metadata Files:
- Readme: README.md
- License: LICENSE
Awesome Lists containing this project
- awesome-ChatGPT-repositories - dreamGPT - Leverage hallucinations from Large Language Models (LLMs) for novelty-driven explorations. (NLP)
README
# **dreamGPT**: AI powered inspiration
dreamGPT, the first GPT-based solution that uses hallucinations from LLMs for divergent thinking to generate new innovative ideas. Hallucinations are often seen as a negative thing, but what if they could be used for our advantage? dreamGPT is here to show you how. The goal of dreamGPT is to explore as many possibilities as possible, as opposed to most other GPT-based solutions which are focused on solving specific problems.
This is how it works:
To use dreamGPT, you will need to have the following installed:
- Python 3.10+
- [Poetry](https://python-poetry.org/docs/#installation)
## Setup
- Clonse the dreamGPT repository from GitHub:
- `git clone https://github.com/DivergentAI/dreamGPT.git`
- Rename `.env.example` to `.env` and fill in the values.
- `OPENAI_API_KEY`: Your OpenAI API key.
- **Optional**: If you wish to store the "dreams" in Pinecone, fill in the following values:
- `PINECONE_API_KEY`: Your Pinecone API key.
- `PINECONE_ENVIRONMENT`: The name of the Pinecone environment.
Then, you can run the dreamGPT script to generate new ideas:
1. Run `poetry install` to install dependencies.
2. Run `poetry run start` to start dreamGPT.
- If you wish to provide a guiding theme, you can run `poetry run start --theme "climate change"`.
Once you run it, dreamGPT generates a random seed of concepts and will use these as a starting point for its dreaming process. Here is a screenshot of the first iteration. Notice that the scores are not very high. As dreamGPT evolves the dreams, you will start to see higher scores with even better ideas.
