STAGE 1: INGESTION STAGE 2: EVALUATION STAGE 3: OUTPUT RAW DATA CHUNKS CRITIQUE APPROVED REVISE INPUT (Streamlit/OCR) ARBITER (Initial Pass) SCRUTINIZER (Deep Critique) VALIDATOR (QA Check) MENTOR (Feedback Translation)