polaris-framework
v1.0.1
Published
Multi-agent decision-making framework with MCTS and AI oversight
Maintainers
Readme
��#� �P�O�L�A�R�I�S� �F�r�a�m�e�w�o�r�k� �v�1�.�0�
�
�
�
�!�[�S�c�r�e�e�n�s�h�o�t�_�2�0�2�5�0�6�0�1�_�1�5�4�2�5�3�_�C�h�r�o�m�e�]�(�h�t�t�p�s�:�/�/�g�i�t�h�u�b�.�c�o�m�/�u�s�e�r�-�a�t�t�a�c�h�m�e�n�t�s�/�a�s�s�e�t�s�/�6�5�1�b�4�7�8�3�-�9�1�7�5�-�4�9�7�0�-�a�9�6�5�-�1�8�0�6�5�c�e�8�1�7�e�c�)�
�
�
�
���P�O�L�A�R�I�S��� �(�P�o�l�i�c�y� �O�p�t�i�m�i�z�a�t�i�o�n� �v�i�a� �L�a�y�e�r�e�d� �A�g�e�n�t�s� �a�n�d� �R�e�c�u�r�s�i�v�e� �I�n�f�e�r�e�n�c�e� �S�e�a�r�c�h�)� �-� �A� �u�n�i�f�i�e�d� �d�e�c�i�s�i�o�n�-�m�a�k�i�n�g� �f�r�a�m�e�w�o�r�k� �w�i�t�h� �r�o�l�e�-�a�w�a�r�e� �a�g�e�n�t�s�,� �t�a�s�k� �t�e�m�p�l�a�t�e�s�,� �a�n�d� �e�r�g�o�n�o�m�i�c� �c�o�n�f�i�g�u�r�a�t�i�o�n�.�
�
�
�
�#�#� �=� �W�h�a�t�'�s� �N�e�w� �i�n� �v�1�.�0�
�
�
�
�<د� ���9�0�%� �L�e�s�s� �C�o�d�e��� �-� �E�r�g�o�n�o�m�i�c� �A�P�I� �r�e�d�u�c�e�s� �b�o�i�l�e�r�p�l�a�t�e� �f�r�o�m� �5�0�+� �l�i�n�e�s� �t�o� �5� � �
�
�>��� ���R�o�l�e�-�A�w�a�r�e� �A�g�e�n�t�s��� �-� �A�u�t�o�m�a�t�i�c� �p�r�o�m�p�t� �b�u�i�l�d�i�n�g� �b�a�s�e�d� �o�n� �t�a�s�k� �c�o�n�t�e�x�t� � �
�
��& ���Q�u�i�c�k� �S�t�a�r�t��� �-� �O�n�e�-�l�i�n�e� �s�e�t�u�p� �f�o�r� �c�o�m�m�o�n� �u�s�e� �c�a�s�e�s� � �
�
�<ب� ���P�r�e�s�e�t�s��� �-� �B�u�i�l�t�-�i�n� �c�o�n�f�i�g�u�r�a�t�i�o�n�s� �f�o�r� �c�h�e�s�s�,� �d�e�b�a�t�e�,� �d�e�c�i�s�i�o�n�s� � �
�
�=�'� ���U�n�i�f�i�e�d� �A�P�I��� �-� �C�o�n�s�i�s�t�e�n�t� �o�u�t�p�u�t� �f�o�r�m�a�t� �a�c�r�o�s�s� �a�l�l� �p�r�o�v�i�d�e�r�s� � �
�
�=��� ���T�y�p�e� �S�a�f�e��� �-� �F�u�l�l� �T�y�p�e�S�c�r�i�p�t� �s�u�p�p�o�r�t� �w�i�t�h� �I�n�t�e�l�l�i�S�e�n�s�e�
�
�
�
�#�#� ��& �Q�u�i�c�k� �S�t�a�r�t�
�
�
�
�#�#�#� �1�.� �O�n�e�-�L�i�n�e� �S�e�t�u�p�
�
�
�
����t�y�p�e�s�c�r�i�p�t�
�
�i�m�p�o�r�t� �{� �q�u�i�c�k�S�t�a�r�t� �}� �f�r�o�m� �"�p�o�l�a�r�i�s�-�f�r�a�m�e�w�o�r�k�"�;�
�
�
�
�/�/� �I�n�s�t�a�n�t� �s�e�t�u�p� �f�o�r� �c�o�m�m�o�n� �u�s�e� �c�a�s�e�s�
�
�c�o�n�s�t� �{� �c�r�e�a�t�e�E�n�g�i�n�e� �}� �=� �q�u�i�c�k�S�t�a�r�t�(�"�c�h�e�s�s�"�)�;�
�
�c�o�n�s�t� �e�n�g�i�n�e� �=� �c�r�e�a�t�e�E�n�g�i�n�e�(�{�
�
� � �o�p�e�n�a�i�:� �"�y�o�u�r�-�a�p�i�-�k�e�y�"�,�
�
�}�)�;�
�
����
�
�
�
�#�#�#� �2�.� �C�u�s�t�o�m� �T�a�s�k�s� �M�a�d�e� �S�i�m�p�l�e�
�
�
�
����t�y�p�e�s�c�r�i�p�t�
�
�i�m�p�o�r�t� �{� �T�a�s�k�B�u�i�l�d�e�r�,� �o�p�e�n�A�i�A�g�e�n�t�,� �a�n�t�h�r�o�p�i�c�A�g�e�n�t� �}� �f�r�o�m� �"�p�o�l�a�r�i�s�-�f�r�a�m�e�w�o�r�k�"�;�
�
�
�
�/�/� �C�r�e�a�t�e� �a� �t�a�s�k� �w�i�t�h� �t�h�e� �b�u�i�l�d�e�r� �p�a�t�t�e�r�n�
�
�c�o�n�s�t� �t�a�s�k� �=� �T�a�s�k�B�u�i�l�d�e�r�.�c�r�e�a�t�e�(�
�
� � �"�s�t�r�a�t�e�g�y�-�a�n�a�l�y�s�i�s�"�,�
�
� � �"�B�u�s�i�n�e�s�s� �S�t�r�a�t�e�g�y� �A�n�a�l�y�s�i�s�"�
�
�)�
�
� � �.�c�o�m�m�o�n�D�o�m�a�i�n�(�"�G�E�N�E�R�A�L�"�)�
�
� � �.�c�o�m�m�o�n�R�o�l�e�s�(�[�"�A�N�A�L�Y�S�T�"�,� �"�R�I�S�K�Y�"�,� �"�C�O�N�S�E�R�V�A�T�I�V�E�"�]�)�
�
� � �.�g�o�a�l�s�(�"�C�o�m�p�r�e�h�e�n�s�i�v�e� �s�t�r�a�t�e�g�y� �a�n�a�l�y�s�i�s�"�)�
�
� � �.�b�u�i�l�d�(�)�;�
�
�
�
�/�/� �C�r�e�a�t�e� �r�o�l�e�-�a�w�a�r�e� �a�g�e�n�t�s� �(�a�u�t�o�-�g�e�n�e�r�a�t�e�d� �p�r�o�m�p�t�s�!�)�
�
�c�o�n�s�t� �a�g�e�n�t�s� �=� �[�
�
� � �o�p�e�n�A�i�A�g�e�n�t�(�{� �r�o�l�e�:� �t�a�s�k�.�r�o�l�e�s�.�A�N�A�L�Y�S�T�,� �t�a�s�k�,� �m�o�d�e�l�:� �"�g�p�t�-�4�o�"� �}�)�,�
�
� � �a�n�t�h�r�o�p�i�c�A�g�e�n�t�(�{� �r�o�l�e�:� �t�a�s�k�.�r�o�l�e�s�.�R�I�S�K�Y�,� �t�a�s�k�,� �m�o�d�e�l�:� �"�c�l�a�u�d�e�-�3�-�5�-�s�o�n�n�e�t�"� �}�)�,�
�
�]�;�
�
����
�
�
�
�#�#�#� �3�.� �U�n�i�f�i�e�d� �I�n�f�e�r�e�n�c�e�
�
�
�
����t�y�p�e�s�c�r�i�p�t�
�
�i�m�p�o�r�t� �{� �P�o�l�a�r�i�s�E�n�g�i�n�e� �}� �f�r�o�m� �"�p�o�l�a�r�i�s�-�f�r�a�m�e�w�o�r�k�"�;�
�
�
�
�c�o�n�s�t� �e�n�g�i�n�e� �=� �n�e�w� �P�o�l�a�r�i�s�E�n�g�i�n�e�(�{� �t�a�s�k�,� �a�g�e�n�t�s� �}�)�;�
�
�
�
�/�/� �R�u�n� �i�n�f�e�r�e�n�c�e� �w�i�t�h� �c�o�n�s�i�s�t�e�n�t� �o�u�t�p�u�t� �f�o�r�m�a�t�
�
�c�o�n�s�t� �r�e�s�u�l�t� �=� �a�w�a�i�t� �e�n�g�i�n�e�.�i�n�f�e�r�e�n�c�e�(�{� �s�t�a�t�e�:� �g�a�m�e�S�t�a�t�e�,� �a�c�t�i�o�n�s� �}�)�;�
�
�
�
�/�/� �A�n�a�l�y�z�e� �r�e�s�u�l�t�s�
�
�c�o�n�s�o�l�e�.�l�o�g�(�"�A�g�e�n�t� �o�u�t�p�u�t�s�:�"�,� �r�e�s�u�l�t�.�a�g�e�n�t�O�u�t�p�u�t�s�.�l�e�n�g�t�h�)�;�
�
�c�o�n�s�o�l�e�.�l�o�g�(�
�
� � �"�A�v�e�r�a�g�e� �c�o�n�f�i�d�e�n�c�e�:�"�,�
�
� � �r�e�s�u�l�t�.�a�g�e�n�t�O�u�t�p�u�t�s�.�r�e�d�u�c�e�(�
�
� � � � �(�s�u�m�,� �o�u�t�p�u�t�)� �=�>� �s�u�m� �+� �o�u�t�p�u�t�.�e�v�a�l�u�a�t�i�o�n�.�c�o�n�f�i�d�e�n�c�e�,�
�
� � � � �0�
�
� � �)� �/� �r�e�s�u�l�t�.�a�g�e�n�t�O�u�t�p�u�t�s�.�l�e�n�g�t�h�
�
�)�;�
�
����
�
�
�
�#�#� �=��� �I�n�s�t�a�l�l�a�t�i�o�n�
�
�
�
����b�a�s�h�
�
�n�p�m� �i�n�s�t�a�l�l� �p�o�l�a�r�i�s�-�f�r�a�m�e�w�o�r�k�
�
����
�
�
�
�#�#� �=�� �A�P�I� �K�e�y�s� �S�e�t�u�p�
�
�
�
����b�a�s�h�
�
�#� �C�o�p�y� �e�x�a�m�p�l�e� �e�n�v�i�r�o�n�m�e�n�t� �f�i�l�e�
�
�c�p� �.�e�n�v�.�e�x�a�m�p�l�e� �.�e�n�v�
�
����
�
�
�
�A�d�d� �y�o�u�r� �A�P�I� �k�e�y�s� �t�o� ��.�e�n�v��:�
�
�
�
����e�n�v�
�
�O�P�E�N�A�I�_�A�P�I�_�K�E�Y�=�s�k�-�.�.�.�
�
�A�N�T�H�R�O�P�I�C�_�A�P�I�_�K�E�Y�=�s�k�-�.�.�.�
�
�G�O�O�G�L�E�_�A�P�I�_�K�E�Y�=�A�I�.�.�.�
�
����
�
�
�
�#�#� �<ب� �C�o�n�f�i�g�u�r�a�t�i�o�n� �P�r�e�s�e�t�s�
�
�
�
�C�h�o�o�s�e� �f�r�o�m� �5� �b�u�i�l�t�-�i�n� �p�r�e�s�e�t�s� �o�p�t�i�m�i�z�e�d� �f�o�r� �d�i�f�f�e�r�e�n�t� �u�s�e� �c�a�s�e�s�:�
�
�
�
����t�y�p�e�s�c�r�i�p�t�
�
�i�m�p�o�r�t� �{� �p�r�e�s�e�t�s� �}� �f�r�o�m� �"�p�o�l�a�r�i�s�-�f�r�a�m�e�w�o�r�k�"�;�
�
�
�
�/�/� �C�h�e�s�s� �g�a�m�e� �a�n�a�l�y�s�i�s�
�
�c�o�n�s�t� �c�h�e�s�s�E�n�g�i�n�e� �=� �p�r�e�s�e�t�s�.�c�h�e�s�s�(�)�;�
�
�
�
�/�/� �P�h�i�l�o�s�o�p�h�i�c�a�l� �d�e�b�a�t�e�
�
�c�o�n�s�t� �d�e�b�a�t�e�E�n�g�i�n�e� �=� �p�r�e�s�e�t�s�.�p�h�i�l�o�s�o�p�h�y�(�)�;�
�
�
�
�/�/� �B�u�s�i�n�e�s�s� �d�e�c�i�s�i�o�n� �m�a�k�i�n�g�
�
�c�o�n�s�t� �b�u�s�i�n�e�s�s�E�n�g�i�n�e� �=� �p�r�e�s�e�t�s�.�d�e�c�i�s�i�o�n�(�)�;�
�
�
�
�/�/� �C�r�e�a�t�i�v�e� �w�r�i�t�i�n�g�
�
�c�o�n�s�t� �c�r�e�a�t�i�v�e�E�n�g�i�n�e� �=� �p�r�e�s�e�t�s�.�c�r�e�a�t�i�v�e�(�)�;�
�
�
�
�/�/� �R�e�s�e�a�r�c�h� �a�n�a�l�y�s�i�s�
�
�c�o�n�s�t� �r�e�s�e�a�r�c�h�E�n�g�i�n�e� �=� �p�r�e�s�e�t�s�.�r�e�s�e�a�r�c�h�(�)�;�
�
����
�
�
�
�#�#� �<���� �F�r�a�m�e�w�o�r�k� �A�r�c�h�i�t�e�c�t�u�r�e�
�
�
�
�#�#�#� �>�� �A�g�e�n�t� �P�r�o�v�i�d�e�r�s�
�
�
�
�-� ���O�p�e�n�A�I���:� �G�P�T�-�4�o�,� �G�P�T�-�4�o�-�m�i�n�i�,� �G�P�T�-�3�.�5�-�t�u�r�b�o�
�
�-� ���A�n�t�h�r�o�p�i�c���:� �C�l�a�u�d�e�-�3�.�5�-�s�o�n�n�e�t�,� �C�l�a�u�d�e�-�3�.�5�-�h�a�i�k�u�
�
�-� ���G�o�o�g�l�e���:� �G�e�m�i�n�i�-�1�.�5�-�p�r�o�,� �G�e�m�i�n�i�-�1�.�5�-�f�l�a�s�h�
�
�
�
�#�#�#� �<د� �T�a�s�k� �S�y�s�t�e�m�
�
�
�
�-� ���R�o�l�e�-�A�w�a�r�e���:� �A�g�e�n�t�s� �a�d�a�p�t� �t�o� �a�s�s�i�g�n�e�d� �r�o�l�e�s� �a�u�t�o�m�a�t�i�c�a�l�l�y�
�
�-� ���D�o�m�a�i�n�-�S�p�e�c�i�f�i�c���:� �O�p�t�i�m�i�z�e�d� �f�o�r� �c�h�e�s�s�,� �p�h�i�l�o�s�o�p�h�y�,� �g�e�n�e�r�a�l� �t�a�s�k�s�
�
�-� ���T�e�m�p�l�a�t�e�-�B�a�s�e�d���:� �R�e�u�s�a�b�l�e� �t�a�s�k� �d�e�f�i�n�i�t�i�o�n�s� �w�i�t�h� �b�u�i�l�d�e�r� �p�a�t�t�e�r�n�
�
�
�
�#�#�#� ��&� �U�n�i�f�i�e�d� �E�n�g�i�n�e�
�
�
�
�-� ���P�o�l�a�r�i�s�E�n�g�i�n�e���:� �S�i�n�g�l�e� �e�n�t�r�y� �p�o�i�n�t� �f�o�r� �i�n�f�e�r�e�n�c�e�
�
�-� ���C�o�n�s�i�s�t�e�n�t� �O�u�t�p�u�t���:� �S�t�a�n�d�a�r�d�i�z�e�d� �f�o�r�m�a�t� �a�c�r�o�s�s� �a�l�l� �p�r�o�v�i�d�e�r�s�
�
�-� ���E�v�a�l�u�a�t�i�o�n���:� �B�u�i�l�t�-�i�n� �c�o�n�f�i�d�e�n�c�e� �s�c�o�r�i�n�g� �a�n�d� �r�e�a�s�o�n�i�n�g�
�
�
�
�#�#� �E�a�s�y� �t�o� �i�m�p�l�e�m�e�n�t�
�
�
�
�#�#�#� �N�e�w� �A�P�I� �(�5� �l�i�n�e�s�)�
�
�
�
����t�y�p�e�s�c�r�i�p�t�
�
�/�/� �E�l�e�g�a�n�t� �o�n�e�-�l�i�n�e�r� �s�e�t�u�p�
�
�c�o�n�s�t� �{� �c�r�e�a�t�e�E�n�g�i�n�e� �}� �=� �q�u�i�c�k�S�t�a�r�t�(�"�c�h�e�s�s�"�)�;�
�
�c�o�n�s�t� �e�n�g�i�n�e� �=� �c�r�e�a�t�e�E�n�g�i�n�e�(�{�
�
� � �o�p�e�n�a�i�:� �p�r�o�c�e�s�s�.�e�n�v�.�O�P�E�N�A�I�_�A�P�I�_�K�E�Y�,�
�
� � �a�n�t�h�r�o�p�i�c�:� �p�r�o�c�e�s�s�.�e�n�v�.�A�N�T�H�R�O�P�I�C�_�A�P�I�_�K�E�Y�,�
�
�}�)�;�
�
����
�
�
�
�#�#� �=���� �D�e�v�e�l�o�p�m�e�n�t�
�
�
�
�#�#�#� �S�c�r�i�p�t�s�
�
�
�
����b�a�s�h�
�
�#� �D�e�v�e�l�o�p�m�e�n�t� �w�i�t�h� �w�a�t�c�h� �m�o�d�e�
�
�n�p�m� �r�u�n� �d�e�v�
�
�
�
�#� �R�u�n� �a�l�l� �t�e�s�t�s�
�
�n�p�m� �t�e�s�t�
�
�
�
�#� �R�u�n� �s�p�e�c�i�f�i�c� �t�e�s�t� �d�o�m�a�i�n�s�
�
�n�p�m� �r�u�n� �t�e�s�t�:�b�a�s�i�c� � � � � � � � �#� �F�r�a�m�e�w�o�r�k� �b�a�s�i�c�s�
�
�n�p�m� �r�u�n� �t�e�s�t�:�i�n�f�e�r�e�n�c�e� � � � �#� �B�u�s�i�n�e�s�s� �d�e�c�i�s�i�o�n�s�
�
�n�p�m� �r�u�n� �t�e�s�t�:�p�h�i�l�o�s�o�p�h�y� � � �#� �A�I� �p�h�i�l�o�s�o�p�h�i�c�a�l� �d�i�s�c�o�u�r�s�e�
�
�n�p�m� �r�u�n� �t�e�s�t�:�c�h�e�s�s� � � � � � � � �#� �C�h�e�s�s� �p�o�s�i�t�i�o�n� �a�n�a�l�y�s�i�s�
�
�
�
�#� �B�u�i�l�d� �T�y�p�e�S�c�r�i�p�t�
�
�n�p�m� �r�u�n� �b�u�i�l�d�
�
�
�
�#� �T�y�p�e� �c�h�e�c�k�i�n�g�
�
�n�p�m� �r�u�n� �t�y�p�e�-�c�h�e�c�k�
�
����
�
�
�
�#�#�#� �>��� �T�e�s�t� �S�u�i�t�e�
�
�
�
�P�O�L�A�R�I�S� �i�n�c�l�u�d�e�s� �a� �c�o�m�p�r�e�h�e�n�s�i�v�e� �t�e�s�t� �s�u�i�t�e� �d�e�m�o�n�s�t�r�a�t�i�n�g� �r�e�a�l�-�w�o�r�l�d� �a�p�p�l�i�c�a�t�i�o�n�s�:�
�
�
�
�-� ���<��� �B�u�s�i�n�e�s�s� �D�e�c�i�s�i�o�n� �A�n�a�l�y�s�i�s��� �-� �M�u�l�t�i�-�a�g�e�n�t� �e�v�a�l�u�a�t�i�o�n� �o�f� �s�t�r�a�t�e�g�i�c� �o�p�t�i�o�n�s�
�
�-� ���>��� �P�h�i�l�o�s�o�p�h�i�c�a�l� �D�i�s�c�o�u�r�s�e��� �-� �A�I� �a�g�e�n�t�s� �d�e�b�a�t�i�n�g� �c�o�n�s�c�i�o�u�s�n�e�s�s� �a�n�d� �r�e�a�l�i�t�y�
�
�-� ���_&� �C�h�e�s�s� �P�o�s�i�t�i�o�n� �A�n�a�l�y�s�i�s��� �-� �D�i�f�f�e�r�e�n�t� �p�l�a�y�i�n�g� �s�t�y�l�e�s� �a�n�a�l�y�z�i�n�g� �p�o�s�i�t�i�o�n�s�
�
�-� ����& �P�e�r�f�o�r�m�a�n�c�e� �B�e�n�c�h�m�a�r�k�s��� �-� �F�r�a�m�e�w�o�r�k� �s�p�e�e�d� �a�n�d� �r�e�l�i�a�b�i�l�i�t�y� �t�e�s�t�s�
�
�
�
�S�e�e� ��t�e�s�t�/�R�E�A�D�M�E�.�m�d�� �f�o�r� �d�e�t�a�i�l�e�d� �t�e�s�t� �d�o�c�u�m�e�n�t�a�t�i�o�n� �a�n�d� �e�x�a�m�p�l�e�s�.�
�
�
�
�#�#�#� �P�r�o�j�e�c�t� �S�t�r�u�c�t�u�r�e�
�
�
�
����
�
�s�r�c�/�
�
�%�%�% �a�g�e�n�t�s�/� � � � � � � � � � �#� �A�I� �p�r�o�v�i�d�e�r� �i�n�t�e�g�r�a�t�i�o�n�s�
�
�%�%�% �c�o�n�f�i�g�/� � � � � � � � � � �#� �P�r�e�s�e�t�s� �a�n�d� �c�o�n�f�i�g�u�r�a�t�i�o�n�
�
�%�%�% �d�o�m�a�i�n�s�/� � � � � � � � � �#� �T�a�s�k�-�s�p�e�c�i�f�i�c� �l�o�g�i�c�
�
�%�%�% �e�n�g�i�n�e�/� � � � � � � � � � �#� �C�o�r�e� �i�n�f�e�r�e�n�c�e� �e�n�g�i�n�e�
�
�%�%�% �t�y�p�e�s�/� � � � � � � � � � � �#� �T�y�p�e�S�c�r�i�p�t� �d�e�f�i�n�i�t�i�o�n�s�
�
�%�%�% �u�t�i�l�s�/� � � � � � � � � � � �#� �H�e�l�p�e�r� �f�u�n�c�t�i�o�n�s�
�
����
�
�
�
�#�#� �=��� �E�x�a�m�p�l�e�s�
�
�
�
�E�x�p�l�o�r�e� �t�h�e� ��e�x�a�m�p�l�e�s�/�� �d�i�r�e�c�t�o�r�y�:�
�
�
�
�-� ����a�p�i�-�c�o�m�p�a�r�i�s�o�n�.�t�s����:� �S�i�d�e�-�b�y�-�s�i�d�e� �o�l�d� �v�s� �n�e�w� �A�P�I�
�
�-� ����b�a�s�i�c�-�u�s�a�g�e�.�t�s����:� �G�e�t�t�i�n�g� �s�t�a�r�t�e�d� �p�a�t�t�e�r�n�s�
�
�-� ����i�n�f�e�r�e�n�c�e�-�e�x�a�m�p�l�e�s�.�t�s����:� �A�d�v�a�n�c�e�d� �i�n�f�e�r�e�n�c�e� �s�c�e�n�a�r�i�o�s�
�
�
�
�#�#� �<د� �U�s�e� �C�a�s�e�s�
�
�
�
�-� ���D�e�c�i�s�i�o�n� �S�u�p�p�o�r�t���:� �H�i�g�h�-�s�t�a�k�e�s� �d�e�c�i�s�i�o�n�s� �w�i�t�h� �m�u�l�t�i�p�l�e� �p�e�r�s�p�e�c�t�i�v�e�s�
�
�-� ���G�a�m�e� �A�I���:� �C�h�e�s�s�,� �s�t�r�a�t�e�g�y� �g�a�m�e�s� �w�i�t�h� �r�o�l�e�-�b�a�s�e�d� �a�g�e�n�t�s�
�
�-� ���B�u�s�i�n�e�s�s� �A�n�a�l�y�s�i�s���:� �M�u�l�t�i�-�r�o�l�e� �s�t�r�a�t�e�g�i�c� �p�l�a�n�n�i�n�g�
�
�-� ���C�r�e�a�t�i�v�e� �W�r�i�t�i�n�g���:� �C�o�l�l�a�b�o�r�a�t�i�v�e� �A�I� �s�t�o�r�y�t�e�l�l�i�n�g�
�
�-� ���R�e�s�e�a�r�c�h���:� �M�u�l�t�i�-�a�g�e�n�t� �a�c�a�d�e�m�i�c� �a�n�a�l�y�s�i�s�
�
�-� ���P�h�i�l�o�s�o�p�h�y���:� �A�I�-�p�o�w�e�r�e�d� �d�e�b�a�t�e�s� �a�n�d� �d�i�s�c�u�s�s�i�o�n�s�
�
�
�
�#�#� �>�� �C�o�n�t�r�i�b�u�t�i�n�g�
�
�
�
�1�.� �F�o�r�k� �t�h�e� �r�e�p�o�s�i�t�o�r�y�
�
�2�.� �C�r�e�a�t�e� �a� �f�e�a�t�u�r�e� �b�r�a�n�c�h�:� ��g�i�t� �c�h�e�c�k�o�u�t� �-�b� �f�e�a�t�u�r�e�/�a�m�a�z�i�n�g�-�f�e�a�t�u�r�e��
�
�3�.� �M�a�k�e� �y�o�u�r� �c�h�a�n�g�e�s� �w�i�t�h� �t�e�s�t�s�
�
�4�.� �R�u�n� �t�e�s�t�s�:� ��n�p�m� �t�e�s�t��
�
�5�.� �S�u�b�m�i�t� �a� �p�u�l�l� �r�e�q�u�e�s�t�
�
�
�
�#�#� �=��� �C�i�t�a�t�i�o�n�
�
�
�
�I�f� �y�o�u� �u�s�e� �P�O�L�A�R�I�S� �i�n� �y�o�u�r� �r�e�s�e�a�r�c�h�:�
�
�
�
����b�i�b�t�e�x�
�
�@�s�o�f�t�w�a�r�e�{�v�a�l�l�e�j�o�2�0�2�5�p�o�l�a�r�i�s�,�
�
� � �t�i�t�l�e�=�{�P�O�L�A�R�I�S�:� �P�o�l�i�c�y� �O�p�t�i�m�i�z�a�t�i�o�n� �v�i�a� �L�a�y�e�r�e�d� �A�g�e�n�t�s� �a�n�d� �R�e�c�u�r�s�i�v�e� �I�n�f�e�r�e�n�c�e� �S�e�a�r�c�h�}�,�
�
� � �a�u�t�h�o�r�=�{�V�a�l�l�e�j�o�,� �D�i�e�g�o�}�,�
�
� � �y�e�a�r�=�{�2�0�2�5�}�,�
�
� � �u�r�l�=�{�h�t�t�p�s�:�/�/�g�i�t�h�u�b�.�c�o�m�/�D�i�e�g�o�V�a�l�l�e�j�o�D�e�v�/�P�o�l�a�r�i�s�}�
�
�}�
�
����
�
�
�
�#�#� �=��� �L�i�c�e�n�s�e�
�
�
�
�M�I�T� �L�i�c�e�n�s�e� �-� �s�e�e� �L�I�C�E�N�S�E� �f�i�l�e� �f�o�r� �d�e�t�a�i�l�s�.�
�
�
�
�#�#� �A�u�t�h�o�r�
�
�
�
�D�i�e�g�o� �V�a�l�l�e�j�o� �-� �[�M�y� �W�e�b�s�i�t�e�]�(�h�t�t�p�s�:�/�/�w�w�w�.�d�i�e�g�o�v�a�l�l�e�j�o�.�d�e�v�/�)�
�
�
�
�-�-�-�
�
�
�
���R�e�a�d�y� �t�o� �s�i�m�p�l�i�f�y� �y�o�u�r� �A�I� �d�e�c�i�s�i�o�n�-�m�a�k�i�n�g�?��� �S�t�a�r�t� �w�i�t�h� ��q�u�i�c�k�S�t�a�r�t�(�)�� �a�n�d� �e�x�p�e�r�i�e�n�c�e� �t�h�e� �p�o�w�e�r� �o�f� �u�n�i�f�i�e�d�,� �r�o�l�e�-�a�w�a�r�e� �a�g�e�n�t�s�!� �=�
�
�
�
�-� �B�u�i�l�t� �w�i�t�h� �d'� �f�o�r� �t�h�e� �A�I� �c�o�m�m�u�n�i�t�y�
�
�
