Summary of Changes

Hello @jsoref, 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 readability of the project's codebase and documentation by rectifying a comprehensive set of spelling, grammatical, and punctuation errors. The changes, identified with the help of automated spelling tools, aim to improve clarity, maintain professionalism, and ensure a consistent user experience across various samples and agent configurations.

Highlights

• Spelling Corrections: Corrected numerous spelling errors across various Python files and Markdown documentation, including 'case sensitive' to 'case-sensitive', 'timest amped' to 'timestamped', 'Github' to 'GitHub', 'expecially' to 'especially', 'uesful' to 'useful', 'FREATURE_REQUEST_TEMPLATE' to 'FEATURE_REQUEST_TEMPLATE', 'invlid' to 'invalid', 'Initiaze' to 'Initialize', 'Conputer' to 'Computer', 'Confg-based' to 'Config-based', 'cutom' to 'custom', 'relavant' to 'relevant', 'pluggin' to 'plugin', 'bidi-stremaing' to 'bidi-streaming', 'dones't' to 'doesn't', 'anents' to 'agents', 'locoated' to 'located', 'cretiria' to 'criteria', 'expenstive' to 'expensive', and 'informaiton' to 'information'.
• Grammar and Punctuation Improvements: Addressed several grammatical and punctuation issues, such as adding semicolons for clarity in conditional statements (e.g., 'otherwise, do not respond' to 'discussion; otherwise, do not respond') and improving phrasing for better readability (e.g., 'a index file' to 'an index file', 'To look a the shape' to 'To look at the shape', and 'indicating whether the hotel was successfully updated or not' to 'indicating whether or not the hotel was successfully updated').
• Consistency in Terminology: Standardized the capitalization of 'GitHub' throughout the documentation and code comments, ensuring consistent use of the proper noun.