Merge branch 'develop' of https://github.com/aws-solutions-library-samples/accelerated-intelligent-document-processing-on-aws into develop

Author: Bob Strahan

docs/discovery.md

@@ -5,6 +5,18 @@ SPDX-License-Identifier: MIT-0
 
 The Discovery module is an intelligent document analysis system that automatically identifies document structures, field types, and organizational patterns to create document processing blueprints. This module provides a **pattern-neutral discovery process** that works across all processing patterns, with specialized implementations for pattern-specific automation.
 
+Demo video (3m)
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+https://github.com/user-attachments/assets/101f73f6-27f1-4995-b35e-fa2fb44eb254
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+Demo video (10m)
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+https://github.com/user-attachments/assets/ba7f863f-0cac-4778-8bcf-b4beee8a3301
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 ## Pattern-Neutral Discovery vs Pattern-Specific Implementation
 
 The Discovery module operates on two levels:
@@ -1226,4 +1238,4 @@ def discovery_with_fallback(discovery_service, document_key, ground_truth_key=No
 - Output in any other format will result in failure.
 
 
-The Discovery module provides a powerful foundation for understanding and processing new document types. By following these guidelines and best practices, you can effectively leverage the module to bootstrap document processing workflows and continuously improve their accuracy and coverage.
+The Discovery module provides a powerful foundation for understanding and processing new document types. By following these guidelines and best practices, you can effectively leverage the module to bootstrap document processing workflows and continuously improve their accuracy and coverage.