A real AI use, explained simply

Translate a paper while keeping equations, then verify key claims in the original

Make a reading translation of a paper while keeping a clear path back to equations and key claims in the original.

Start here

Choose one or two pages from a paper you have the right to read and translate.

Done when: Key terms, claims, tables, and equations have original-page checks, and citations use the original.

Before you start

  • A paper you may process
  • A glossary for terms that must stay fixed
Visible evidence boundary

What the original documents

PDFMathTranslate publishes equation- and layout-aware paper translation; PaperQA publishes cited paper Q&A; Anthropic documents supported PDF text and visual processing.

Claim boundary: The sources document capabilities, not translation accuracy or scientific validity.

This page explains a source-documented method. It is not an independent Studio Nani reproduction or performance guarantee.

Follow the workflow and check each result

  1. Choose an available GUI, CLI, or Docker route.Output: A chosen translation routeCheckpoint: Confirm rights and data handling.
  2. Translate the paper or selected pages with a fixed-term list.Output: A translation draftCheckpoint: Keep page references.
  3. Mark abstract, conclusion, key claims, and equations.Output: A verification checklistCheckpoint: Flag uncertain terminology.
  4. Compare each marked item with the original; cite the original, not the translation.Output: Checked reading aidCheckpoint: Technical interpretation remains human work.

Worked output shape — no made-up values

Translation PDF plus original page / translated gist / terms or equations to verify.

  • pageOriginal page
  • gistTranslated gist
  • termsTerms to verify
  • equationsEquations to verify

Human completion checks

  • Abstract and conclusion
  • Technical terms and equations
  • Every claim you plan to cite

Limitations

  • Technical terms, tables, conclusions, and equations can be mistranslated.
  • Some project routes require technical setup.

Use this when

Key terms, claims, tables, and equations have original-page checks, and citations use the original.

Copy this and change the brackets

Paper PDF + fixed terms: [term A stays untranslated], [term B = preferred translation].
How to make it work for you

Source-documented method

The sources document capabilities, not translation accuracy or scientific validity.

Keep in mind

Technical terms, tables, conclusions, and equations can be mistranslated. Some project routes require technical setup.

Next, make it your own

Source and notes

checked 2026-08-06

Open original source ↗