docs: fix typos and improve wording in README #20301
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Which issue does this PR close?
N/A
Rationale for this change
This PR fixes minor typos and improves wording consistency in README.md to enhance clarity and maintain consistent formatting.
What changes are included in this PR?
Are these changes tested?
Not needed. These are documentation changes only.
Are there any user-facing changes?
No. This only updates the README.