Goodfire

Goodfire Inc. is a startup focused on uncovering how artificial intelligence models make decisions. They have developed a platform called a model design environment to map out LLMs' internal components, aiding in understanding data processing, identifying flaws, and improving output quality. The platform has two components: one for the LLM training phase and another for monitoring models in production. They claim to have reduced AI hallucinations by half in a recent project. Goodfire developed a method called SPD to understand LLM data processing by identifying and removing components one by one to see their impact on output.