doc: fixing various typos

[didier-durand]

Link to Issue or Description of Change

1. Link to an existing issue (if applicable):

N/A: just fixing typos discovered while reading the repo

2. Or, if no issue exists, describe the change:

No code change, just typo fixes: see commit diffs for all details

Problem:

Trying to improve overall repo quality

Solution:

Fixing typos as they get discovered

Testing Plan

N/A

Unit Tests:

N/A

Manual End-to-End (E2E) Tests:

N/A

Checklist

• I have read the CONTRIBUTING.md document.
• I have performed a self-review of my own code.
• I have commented my code, particularly in hard-to-understand areas.
• I have added tests that prove my fix is effective or that my feature works.
• New and existing unit tests pass locally with my changes.
• I have manually tested my changes end-to-end.
• Any dependent changes have been merged and published in downstream modules.

[gemini-code-assist]

Summary of Changes

Hello @didier-durand, I'm Gemini Code Assist¹! I'm currently reviewing this pull request and will post my feedback shortly. In the meantime, here's a summary to help you and other reviewers quickly get up to speed!

This pull request focuses on enhancing the overall quality and professionalism of the repository by addressing and correcting various typographical and grammatical errors. The changes span across documentation, changelog entries, sample descriptions, and internal code comments, ensuring clearer communication and a more polished presentation of the project's assets.

Highlights

• Documentation Clarity: Corrected various typographical errors across several Markdown documentation files to improve readability and accuracy.
• Changelog Consistency: Standardized hyphenation in the CHANGELOG.md for terms like 'follow-up' and 'self-contained'.
• Code Comment Precision: Updated comments and docstrings in Python source files to fix grammatical errors and hyphenation, specifically for 'long-running' function calls.
• Grammar Corrections: Addressed minor grammatical inconsistencies in sample READMEs and core application flow descriptions, such as verb conjugations.

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[gemini-code-assist]

Code Review

This pull request addresses several typos across documentation and code comments, improving the overall quality and readability of the repository. The changes are straightforward and correct. I've pointed out one additional minor typo that was missed in one of the documentation files.

[didier-durand]

I have now applied the additional suggestion made by Gemini