STAGE 1: CARDS STAGE 2: LEDGER STAGE 3: GENERATOR STAGE 4: OUTPUT PARSE & SORT COMPILE MD: LLM MD: RAG MD: LORA LEDGER.JSON TS BUILDER - Validation - Slug Rewrite - Orphan Detect README.MD