diff --git a/README.md b/README.md
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+++ b/README.md
@@ -11,7 +11,7 @@
 | **Package** | [![PyPI](https://img.shields.io/pypi/v/oris-ai)](https://pypi.org/project/oris-ai/) [![PyPI - Python Version](https://img.shields.io/pypi/pyversions/oris-ai?logo=python&logoColor=gold)](https://pypi.org/project/oris-ai/) [![License](https://img.shields.io/github/license/DevStrikerTech/oris)](https://github.com/DevStrikerTech/oris/blob/prod/LICENSE) |
 | **Meta** | [![Issues](https://img.shields.io/github/issues/DevStrikerTech/oris)](https://github.com/DevStrikerTech/oris/issues) [![GitHub](https://img.shields.io/badge/GitHub-DevStrikerTech%2Foris-181717?logo=github)](https://github.com/DevStrikerTech/oris) |
 
-[Oris](https://devstrikertech.github.io/oris/) is an open-source **Responsible AI** runtime for Python. Describe **pipelines** in YAML (or build them in code), run them through one **executor**, and get **input/output policy checks** and **run- and step-level traces** by default.
+[Oris](https://devstrikertech.github.io/oris/) is an open-source **Responsible AI** runtime for Python. Describe **pipelines** in YAML (or build them in code), run them through one **executor**, and get **input/output policy checks** and **run and step-level traces** by default.
 
 Oris stays **framework-agnostic**: anything you can invoke like `run(dict)` can use the same boundaries—including external LLM stacks wrapped with **SafeRunner**—so you can experiment locally and ship with clearer safety and observability defaults.
 
@@ -207,7 +207,7 @@ Repeat for the other notebooks, or open them in your editor.
 
 ## Contributing
 
-We welcome issues and pull requests. Start with [`CONTRIBUTING.md`](CONTRIBUTING.md) (branches, quality gates, tests). Report security issues per [`SECURITY.md`](SECURITY.md). Community expectations: [`CODE_OF_CONDUCT.md`](CODE_OF_CONDUCT.md).
+We welcome issues and pull requests. Start with [`CONTRIBUTING.md`](CONTRIBUTING.md) (branches, quality gates, tests). Report security issues per [`SECURITY.md`](SECURITY.md). Community expectations : [`CODE_OF_CONDUCT.md`](CODE_OF_CONDUCT.md).
 
 ## License