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Merge https://github.com/google/adk-python/pull/3937 **Please ensure you have read the [contribution guide](https://github.com/google/adk-python/blob/main/CONTRIBUTING.md) before creating a pull request.** ### Link to Issue or Description of Change Not applicable **Problem:** Several markdown files contained typos, grammatical errors (e.g., "search youtubes"), and awkward phrasing. **Solution:** Performed a comprehensive quality assurance pass on the documentation. - Fixed typos in README.md and AGENTS.md. - Improved grammar and phrasing in CONTRIBUTING.md and sample READMEs. ### Testing Plan This is a documentation and typo fix PR. **Unit Tests:** - [ ] I have added or updated unit tests for my change. - [ ] All unit tests pass locally. N/A - Documentation changes only. **Manual End-to-End (E2E) Tests:** This is a documentation and typo fix PR. ### Checklist - [x] I have read the [CONTRIBUTING.md](https://github.com/google/adk-python/blob/main/CONTRIBUTING.md) document. - [x] 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. - [x] I have manually tested my changes end-to-end. - [ ] Any dependent changes have been merged and published in downstream modules. Co-authored-by: Xiang (Sean) Zhou <seanzhougoogle@google.com> COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/3937 from Goodnight77:docs/fix-typos a0cf4db6741f19c77eeb0746c9db524dd02121ac PiperOrigin-RevId: 845599254