No black box theater
Show the excerpt, the score, or the alternative.
Approach
Hugging Face hosts models, Spaces, and chat demos used across the open AI ecosystem.
Hugging Face is built for AI Chatbots: inputs, outputs, and a human review step when the answer matters.
Hugging Face does not hide the source. If the model is unsure, the UI says so.
Guardrails
Show the excerpt, the score, or the alternative.
High-risk actions wait for a person.
Training on customer files is opt-in, never silent.