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docs(extraction): standardize product name casing to NeMo Retriever - #2331

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docs(extraction): standardize product name casing to NeMo Retriever#2331
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kheiss-uwzoo:docs/standardize-product-name

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Summary

Fixes product-name capitalization drift flagged by the content IA audit (Chapter 3 — Naming Convention). This is a small, prose-only cleanup that standardizes user-facing text on the canonical NeMo Retriever casing and retires the free-form "Nemo Retriever Extraction" variant.

This is the second in a series of scoped, audit-driven docs PRs (follows #2330).

Changes

  • docs/docs/index.md — "NVIDIA Nemo Retriever" -> "NVIDIA NeMo Retriever"
  • docs/docs/extraction/vdbs.md — Related Topics link text "Troubleshoot Nemo Retriever Extraction" -> "Troubleshoot NeMo Retriever"
  • docs/docs/extraction/embedding.md — same Related Topics link-text fix

Three occurrences total; these were the only miscased Nemo Retriever instances in docs/docs.

Scope / safety

  • Prose-only. No code identifiers (nemo-retriever, nemo_retriever), environment variables, URLs, file paths, or link targets are changed — only visible link text and body copy.
  • Strict build passes: mkdocs build --strict.

Deferred (needs a naming decision, not in this PR)

The audit also recommends broader canonicalization — picking one long form (NVIDIA NeMo Retriever Library) vs. short form (NeMo Retriever) consistently, and retiring the NRL abbreviation (defined once in overview.md, otherwise unused). Those are editorial/branding calls left for a follow-up once the canonical form is confirmed.

Test plan

  • mkdocs build --strict succeeds
  • Reviewer confirms canonical casing preference

Fix product-name capitalization drift flagged by the content IA audit
(Chapter 3, Naming Convention). Corrects three miscased "Nemo Retriever"
occurrences to the canonical "NeMo Retriever" and retires the free-form
"Nemo Retriever Extraction" variant in "Related Topics" links.

- index.md: "NVIDIA Nemo Retriever" -> "NVIDIA NeMo Retriever"
- extraction/vdbs.md: link text "Troubleshoot Nemo Retriever Extraction"
  -> "Troubleshoot NeMo Retriever"
- extraction/embedding.md: same link-text fix

Prose-only. No code identifiers (nemo-retriever, nemo_retriever), URLs,
file paths, or link targets are changed. Strict mkdocs build passes.
@kheiss-uwzoo kheiss-uwzoo self-assigned this Jul 13, 2026
@kheiss-uwzoo kheiss-uwzoo added doc Improvements or additions to documentation fern labels Jul 13, 2026
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