docs: remove philosophy headers and finalize documentation

Author: Concode0

README.md

@@ -6,7 +6,7 @@
 
 **[Read the Official Documentation](https://concode0.github.io/Versor/)**
 
-![Manifold Unbending Demo](/demo_manifold_comp.gif)
+![Manifold Unbending Demo](assets/demo_manifold_comp.gif)
 
 ## At a Glance
 
@@ -113,7 +113,7 @@ uv run main.py task=sr algebra.p=4 training.lr=0.001
 
 ### Interactive Demo (Streamlit)
 
-![DEMO](demo_manifold_comp.gif)
+![DEMO](assets/demo_manifold_comp.gif)
 
 ```bash
 streamlit run examples/demo.py
@@ -152,6 +152,9 @@ Multi-task energy + force prediction with conservative constraint ($F = -\nabla
 
 All runs: rMD17 · 1000 train / 1000 val / 98 000 test · RTX Pro 4500.
 
+![ERROR_DISTRIBUTION](assets/md17_prediction_benzene.png)
+
+
 **Error distribution:** Across all three molecules, the prediction error distributions peak sharply at 0 and follow a Gaussian-like shape. This indicates the model is not making systematic biases — it finds the geometrically correct answer and the residual error is purely stochastic noise, consistent with a model that has learned the true underlying potential energy surface geometry.
 
 ```bash
@@ -287,6 +290,16 @@ For a deep dive into the framework, please visit our official documentation site
 * **Innovations**: 10 code-illustrated features that make Versor unique.
 * **API Reference**: Full documentation of `core`, `layers`, and `functional` modules.
 
+## Contributing
+
+Versor is currently in a **Stabilization Phase** as the lead maintainer focuses on academic milestones. While we are not actively seeking major feature contributions at this moment, we highly value community feedback.
+
+- **Found a Bug?** Please open an [Issue](https://github.com/Concode0/Versor/issues) with a detailed reproduction case.
+- **Have an Idea?** Open an Issue to discuss it before submitting a Pull Request.
+- **Code of Conduct:** All participants are expected to adhere to our [Code of Conduct](./CODE_OF_CONDUCT.md).
+
+We believe in the power of the community to "unbend" the future of AI together.
+
 ## License & Intellectual Property
 
 This project is licensed under the **Apache License 2.0**.

demo_manifold_comp.gif assets/demo_manifold_comp.gifdemo_manifold_comp.gif renamed to assets/demo_manifold_comp.gif

@@ -1,5 +1,5 @@
 # Versor: Universal Geometric Algebra Neural Network (C) 2026 Eunkyum Kim
-# Licensed under the Apache License, Version 2.0 | "Unbending" Paradigm
+# Licensed under the Apache License, Version 2.0
 
 """Core mathematical kernel for Geometric Algebra.
 

core/__init__.py

@@ -4,9 +4,6 @@
 # Licensed under the Apache License, Version 2.0 (the "License");
 # you may not use this file except in compliance with the License.
 #
-# This project is fully open-source, including for commercial use.
-# We believe Geometric Algebra is the future of AI, and we want 
-# the industry to build upon this "unbending" paradigm.
 
 """Differentiable Clifford Algebra core.
 

core/algebra.py

@@ -4,9 +4,6 @@
 # Licensed under the Apache License, Version 2.0 (the "License");
 # you may not use this file except in compliance with the License.
 #
-# This project is fully open-source, including for commercial use.
-# We believe Geometric Algebra is the future of AI, and we want 
-# the industry to build upon this "unbending" paradigm.
 
 """Conformal Geometric Algebra (CGA) utilities.
 

core/cga.py

@@ -4,9 +4,6 @@
 # Licensed under the Apache License, Version 2.0 (the "License");
 # you may not use this file except in compliance with the License.
 #
-# This project is fully open-source, including for commercial use.
-# We believe Geometric Algebra is the future of AI, and we want
-# the industry to build upon this "unbending" paradigm.
 
 """Bivector decomposition via GA power iteration.
 

core/decomposition.py

@@ -1,5 +1,5 @@
 # Versor: Universal Geometric Algebra Neural Network (C) 2026 Eunkyum Kim
-# Licensed under the Apache License, Version 2.0 | "Unbending" Paradigm
+# Licensed under the Apache License, Version 2.0
 
 """Device configuration and backend tuning for Versor.
 
@@ -71,9 +71,7 @@ def __post_init__(self) -> None:
         if self.amp and not is_cuda:
             self.amp = False
 
-    # ------------------------------------------------------------------
     # Public helpers
-    # ------------------------------------------------------------------
 
     def apply_backend_settings(self) -> None:
         """Apply ``cudnn.benchmark`` (and future backend knobs)."""

core/device.py

@@ -4,9 +4,6 @@
 # Licensed under the Apache License, Version 2.0 (the "License");
 # you may not use this file except in compliance with the License.
 #
-# This project is fully open-source, including for commercial use.
-# We believe Geometric Algebra is the future of AI, and we want 
-# the industry to build upon this "unbending" paradigm.
 
 """Metric definitions for Clifford algebras.
 

core/metric.py

@@ -4,9 +4,6 @@
 # Licensed under the Apache License, Version 2.0 (the "License");
 # you may not use this file except in compliance with the License.
 #
-# This project is fully open-source, including for commercial use.
-# We believe Geometric Algebra is the future of AI, and we want 
-# the industry to build upon this "unbending" paradigm.
 
 """Object-oriented multivector wrapper with operator overloading."""
 

core/multivector.py

@@ -4,9 +4,6 @@
 # Licensed under the Apache License, Version 2.0 (the "License");
 # you may not use this file except in compliance with the License.
 #
-# This project is fully open-source, including for commercial use.
-# We believe Geometric Algebra is the future of AI, and we want 
-# the industry to build upon this "unbending" paradigm.
 
 """Automated metric search for optimal geometric signatures.