Desenvolvedores de software Ingest business documents (.pptx, .pdf, .xlsx, .docx) into FAITHFUL markdown for a RAG knowledge base or review — VLM-first (Vision-Language Model), NOT OCR. Use this whenever the user wants to convert, ingest, extract, or "turn into markdown/text" any slide deck, report, spreadsheet dashboard, or PDF — ESPECIALLY chart-, dashboard-, or image-heavy and Vietnamese/mixed-language documents where chart numbers, tables, and verbatim text must survive. Trigger on phrases like "convert this deck/report/pptx/pdf to markdown", "ingest these documents", "extract the data/tables/charts from this presentation", "build a knowledge base from these files", or any document→markdown task where faithfulness matters. Prefer this over a plain text-extraction/OCR approach, which silently drops charts and merged-cell layouts. Validated 10/10 on real documents by an independent Opus-4.8 faithfulness judge (see references/validation.md).
2026-06-18