doc: fixing typo in multiple files

[didier-durand]

Link to Issue or Description of Change

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

2. Or, if no issue exists, describe the change: fixing various typos in multiple files: see commit diffs for details

Problem:

Discovered typos while reading ADK repo

Solution:

Submitted this PR to fix them

Testing Plan

N/A: changes only in comments, .md and docstrings.

Unit Tests:

• [N/A ] I have added or updated unit tests for my change.
• All unit tests pass locally.

Please include a summary of passed pytest results.

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.
• [N/A] I have commented my code, particularly in hard-to-understand areas.
• [N/A] 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.
• [N/A] I have manually tested my changes end-to-end.
• [N/A] Any dependent changes have been merged and published in downstream modules.

Additional context

N/A

[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 improving the overall quality and readability of the codebase's documentation and comments by addressing numerous typos and grammatical inconsistencies. The changes are purely textual, affecting Markdown files, Python docstrings, and inline comments, ensuring that the project's explanatory content is accurate and professional without altering any functional aspects of the code.

Highlights

• Documentation Clarity: Corrected various spelling and grammatical errors across Markdown files and Python docstrings to enhance readability.
• Consistency in Terminology: Standardized terms like 'long running' to 'long-running' and 'multi-step' to 'multistep' for consistency.
• Grammar Refinement: Improved grammatical constructions in several comments and docstrings, such as 'an user' to 'a user' and 'not be partial' to 'not partial'.
• Unit of Measure Standardization: Standardized 'celsius' to 'Celsius' in temperature-related documentation.

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[gemini-code-assist]

Code Review

This pull request addresses several typos and grammatical errors across various documentation files, comments, and docstrings. The changes are clear and improve the overall readability of the codebase. I've made one suggestion to further improve the grammar in a docstring. Great work on catching these issues!