Merged in feature/remove-query (pull request #201)

remove query from codebase part 1

* remove query

* fix localstack run

docs/ai.generated/README.md

@@ -1,8 +1,8 @@
-# DoczyAI Query Orchestration Platform Documentation
+# DoczyAI Document Processing Platform Documentation
 
 ## Overview
 
-This documentation provides comprehensive coverage of the DoczyAI Query Orchestration Platform - a cloud-native document processing and query orchestration system designed to extract structured information from documents using configurable, hierarchical queries.
+This documentation provides comprehensive coverage of the DoczyAI Document Processing Platform - a cloud-native document processing system designed to extract structured information from documents.
 
 ## Documentation Structure
 
@@ -15,7 +15,7 @@ This documentation provides comprehensive coverage of the DoczyAI Query Orchestr
    - Deployment architecture and scalability
 
 2. **[Service Architecture](02-service-architecture.md)**
-   - Detailed service catalog (12 services)
+   - Detailed service catalog (8 services)
    - Document processing pipeline flow
    - Inter-service communication patterns
    - Queue architecture and message formats
@@ -28,8 +28,8 @@ This documentation provides comprehensive coverage of the DoczyAI Query Orchestr
 
 4. **[Data Architecture](04-data-architecture.md)**
    - Database schema and entity relationships
-   - Versioning system and temporal queries
-   - Query dependency management
+   - Versioning system
+   - Document organization (folders and labels)
    - Performance optimization strategies
 
 ### 🛠️ Developer Documentation
@@ -82,9 +82,9 @@ This documentation provides comprehensive coverage of the DoczyAI Query Orchestr
 
 ### 🏗️ Architecture
 - **Event-driven microservices** with SQS-based communication
-- **12 distinct services**: 1 HTTP API + 8 runners + 3 utilities
+- **8 distinct services**: 1 HTTP API + 6 runners + 1 utility
 - **Multi-tenant design** with client isolation
-- **Comprehensive versioning** for queries and configurations
+- **Comprehensive versioning** for configurations
 
 ### 🔧 Technology Stack
 - **Backend**: Go 1.24.0 with Echo framework
@@ -95,10 +95,10 @@ This documentation provides comprehensive coverage of the DoczyAI Query Orchestr
 
 ### 📊 Key Capabilities
 - **Document Processing**: PDF upload, cleaning, and text extraction
-- **Query Orchestration**: Configurable data extraction with dependencies
+- **Text Extraction**: Automated OCR with AWS Textract
 - **Multi-tenant Support**: Isolated client environments
+- **Document Organization**: Folders and labels for document management
 - **Export Operations**: Structured data export in multiple formats
-- **Version Management**: Full query and configuration versioning
 
 ## Documentation Tools