diff --git a/README.md b/README.md
index 2ed1d8f..8b8e657 100644
--- a/README.md
+++ b/README.md
@@ -1,7 +1,7 @@
# OptimizR 🚀
-
+
**High-performance optimization algorithms in Rust with Python bindings**
diff --git a/docs/source/conf.py b/docs/source/conf.py
index 18b3ac1..4a01a3d 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -34,8 +34,8 @@ html_theme = 'furo' # Modern, clean theme
html_static_path = ['_static']
html_title = 'OptimizR Documentation'
html_short_title = 'OptimizR'
-html_logo = 'logo_optimizr_valid.png'
-html_favicon = 'logo_optimizr_valid.png'
+html_logo = 'logo_optimizrs.png'
+html_favicon = 'logo_optimizrs.png'
html_theme_options = {
"light_css_variables": {
diff --git a/docs/source/examples.md b/docs/source/examples.md
index 0dff798..601b14d 100644
--- a/docs/source/examples.md
+++ b/docs/source/examples.md
@@ -108,17 +108,15 @@ print("Half-life:", estimate_half_life_py(returns))
## Notebooks
-Explore interactive tutorials on GitHub:
-
-- **Differential Evolution**: [`03_differential_evolution_tutorial.ipynb`](https://github.com/ThotDjehuty/optimiz-r/blob/main/examples/notebooks/03_differential_evolution_tutorial.ipynb)
-- **Mean Field Games**: [`mean_field_games_tutorial.ipynb`](https://github.com/ThotDjehuty/optimiz-r/blob/main/examples/notebooks/mean_field_games_tutorial.ipynb)
-- **HMM**: [`01_hmm_tutorial.ipynb`](https://github.com/ThotDjehuty/optimiz-r/blob/main/examples/notebooks/01_hmm_tutorial.ipynb)
-- **MCMC**: [`02_mcmc_tutorial.ipynb`](https://github.com/ThotDjehuty/optimiz-r/blob/main/examples/notebooks/02_mcmc_tutorial.ipynb)
-- **Optimal Control & Kalman**: [`03_optimal_control_tutorial.ipynb`](https://github.com/ThotDjehuty/optimiz-r/blob/main/examples/notebooks/03_optimal_control_tutorial.ipynb)
-- **Performance Benchmarks**: [`05_performance_benchmarks.ipynb`](https://github.com/ThotDjehuty/optimiz-r/blob/main/examples/notebooks/05_performance_benchmarks.ipynb)
+- Differential Evolution: `examples/notebooks/03_differential_evolution_tutorial.ipynb`
+- Mean Field Games: `examples/notebooks/mean_field_games_tutorial.ipynb`
+- HMM: `examples/notebooks/01_hmm_tutorial.ipynb`
+- MCMC: `examples/notebooks/02_mcmc_tutorial.ipynb`
+- Optimal Control & Kalman: `examples/notebooks/03_optimal_control_tutorial.ipynb`
+- Performance benchmarks: `examples/notebooks/05_performance_benchmarks.ipynb`
## Contribute Examples
-1. Fork the [repository](https://github.com/ThotDjehuty/optimiz-r) and add notebooks under `examples/notebooks/`
+1. Fork the repository and add notebooks under `examples/notebooks/`
2. Keep dependencies minimal (NumPy/Matplotlib preferred)
3. Ensure the notebook runs end-to-end before submitting a PR
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