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docs: fix typos across articles and building blocks - #602

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toyeshhm:docs/fix-typos
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docs: fix typos across articles and building blocks#602
toyeshhm wants to merge 2 commits into
superlinked:mainfrom
toyeshhm:docs/fix-typos

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Eight spelling corrections, one word each:

  • Euclidian -> Euclidean in the movie-recommendation article
  • funtionality in multi-attribute semantic search
  • everytime -> every time in the Qdrant/Ragas evaluation article
  • Initalizing and classs in the scaling-RAG-for-production code comments
  • defualt in the Superlinked LangChain retriever article
  • publically -> publicly in the embedding-models building block
  • approriate in the VDB table README

The touched files use CRLF line endings and I left those as they were, so the diff is one word per line with no line-ending churn.

Eight spelling corrections, one word each:

- `Euclidian` -> `Euclidean` in the movie recommendation article
- `funtionality`, `everytime`, `defualt`, `publically`, `approriate`
- `Initalizing` and `classs` in the scaling-RAG code comments

Line endings left as they are; the touched files use CRLF.
Copilot AI lite review requested due to automatic review settings August 25, 2026 19:37

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Pull request overview

This PR makes a set of small documentation-only spelling corrections across multiple docs articles and building blocks, improving readability without changing any code behavior.

Changes:

  • Corrects misspellings in several docs articles (e.g., “Euclidian” → “Euclidean”, “defualt” → “default”).
  • Fixes typos in code-comment text embedded in docs (e.g., “Initalizing”, “classs”).
  • Updates a Qdrant/RAGAS evaluation note to use “every time” (and related wording cleanup suggested in review comment).

Reviewed changes

Copilot reviewed 6 out of 7 changed files in this pull request and generated 1 comment.

Show a summary per file
File Description
docs/tools/vdb_table/README.md Fixes “approriate” → “appropriate” in contribution guidance.
docs/building_blocks/vector_compute/embedding_models.md Fixes “publically” → “publicly” in model description.
docs/articles/superlinked_langchain_retriever.md Fixes “defualt” → “default” in query parameter text.
docs/articles/scaling_rag_for_production.md Fixes typos in Qdrant-related code comments (“Initalizing”, “classs”).
docs/articles/retrieval_augmented_generation_eval_qdrant_ragas.md Fixes “everytime” → “every time” in a dataset recreation note.
docs/articles/multi-attribute-semantic-search.md Fixes “funtionality” → “functionality” in the Superlinked approach description.
docs/articles/movie_recommendation_using_vectordb.md Fixes “Euclidian” → “Euclidean” in similarity/distance explanation.

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Comment thread docs/articles/retrieval_augmented_generation_eval_qdrant_ragas.md Outdated
Co-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>
@svonava

svonava commented Aug 25, 2026

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nice one, thanks!

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3 participants