Goodfire

Goodfire is a public benefit corporation developing tools to enhance the transparency and interpretability of GenAI models. The company's technology allows developers to gain deep insights into the internal workings of AI systems, particularly large language models (LLMs). Goodfire's approach, known as "mechanistic interpretability," enables users to understand, edit, and debug AI models at a granular level. The company's product provides developers with precise controls to steer model output, and its tools break down the black box of GenAI models, providing a human-interpretable interface that explains the inner decision-making process behind a model's output. 

Developers can directly access the inner mechanisms of the model and change the importance of different concepts to modify the model's decision-making process. This technology aims to reduce the need for expensive re-training or trial-and-error prompt engineering, making AI development more efficient and predictable.