dreamGPT  by DivergentAI

GPT-based solution for novelty-driven idea generation using LLM hallucinations

created 2 years ago
593 stars

Top 55.8% on sourcepulse

GitHubView on GitHub
Project Summary

dreamGPT leverages LLM hallucinations for novelty-driven idea generation, targeting users seeking innovative solutions through divergent thinking. It provides a framework to explore a wide range of possibilities rather than focusing on specific problem-solving.

How It Works

The system initiates with a random seed of concepts, which are then iteratively evolved by the LLM. This "dreaming" process aims to generate increasingly refined and higher-scoring ideas, capitalizing on the unexpected outputs of LLMs.

Quick Start & Requirements

  • Install dependencies with poetry install.
  • Run the application using poetry run start.
  • Requires Python 3.10+ and Poetry.
  • An OpenAI API key is mandatory. Optional Pinecone API key and environment for data storage.

Highlighted Details

  • Utilizes LLM hallucinations for divergent thinking.
  • Generates a seed of concepts to start the ideation process.
  • Iteratively evolves "dreams" to improve idea scores.
  • Supports guiding themes for focused idea generation.

Maintenance & Community

No specific community channels, roadmap, or notable contributors are mentioned in the README.

Licensing & Compatibility

The repository does not explicitly state a license. Compatibility for commercial use or closed-source linking is not specified.

Limitations & Caveats

The project is presented as a novel approach to ideation, but its effectiveness and the quality of generated ideas are subjective and depend heavily on the LLM's output and the user's interpretation. No benchmarks or performance metrics are provided.

Health Check
Last commit

1 year ago

Responsiveness

1 day

Pull Requests (30d)
0
Issues (30d)
0
Star History
18 stars in the last 90 days

Explore Similar Projects

Starred by Chip Huyen Chip Huyen(Author of AI Engineering, Designing Machine Learning Systems), John Yang John Yang(Author of SWE-bench, SWE-agent), and
7 more.

tree-of-thought-llm by princeton-nlp

0.4%
5k
Research paper implementation for Tree of Thoughts (ToT) prompting
created 2 years ago
updated 6 months ago
Feedback? Help us improve.