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+# Command-Line Loading Knowledge Technical Specification
+
+## Overview
+
+This specification describes the command-line interfaces for loading knowledge into TrustGraph, enabling users to ingest data from various sources through command-line tools. The integration supports four primary use cases:
+
+1. **[Use Case 1]**: [Description]
+2. **[Use Case 2]**: [Description]
+3. **[Use Case 3]**: [Description]
+4. **[Use Case 4]**: [Description]
+
+## Goals
+
+- **[Goal 1]**: [Description]
+- **[Goal 2]**: [Description]
+- **[Goal 3]**: [Description]
+- **[Goal 4]**: [Description]
+- **[Goal 5]**: [Description]
+- **[Goal 6]**: [Description]
+- **[Goal 7]**: [Description]
+- **[Goal 8]**: [Description]
+
+## Background
+
+[Describe the current state and limitations that this specification addresses]
+
+Current limitations include:
+- [Limitation 1]
+- [Limitation 2] 
+- [Limitation 3]
+- [Limitation 4]
+
+This specification addresses these gaps by [description]. By [capability], TrustGraph can:
+- [Benefit 1]
+- [Benefit 2]
+- [Benefit 3]
+- [Benefit 4]
+
+## Technical Design
+
+### Architecture
+
+The command-line knowledge loading requires the following technical components:
+
+1. **[Component 1]**
+   - [Description of component functionality]
+   - [Key features]
+   - [Integration points]
+   
+   Module: [module-path]
+
+2. **[Component 2]**
+   - [Description of component functionality]
+   - [Key features]
+   - [Integration points]
+
+   Module: [module-path]
+
+3. **[Component 3]**
+   - [Description of component functionality]
+   - [Key features]
+   - [Integration points]
+
+   Module: [module-path]
+
+### Data Models
+
+#### [Data Model 1]
+
+[Description of data model and structure]
+
+Example:
+```
+[Example data structure]
+```
+
+This approach allows:
+- [Benefit 1]
+- [Benefit 2]
+- [Benefit 3]
+- [Benefit 4]
+
+### APIs
+
+New APIs:
+- [API description 1]
+- [API description 2]
+- [API description 3]
+
+Modified APIs:
+- [Modified API 1] - [Description of changes]
+- [Modified API 2] - [Description of changes]
+
+### Implementation Details
+
+[Implementation approach and conventions]
+
+[Additional implementation notes]
+
+## Security Considerations
+
+[Security considerations specific to this implementation]
+
+## Performance Considerations
+
+[Performance considerations and potential bottlenecks]
+
+## Testing Strategy
+
+[Testing approach and strategy]
+
+## Migration Plan
+
+[Migration strategy if applicable]
+
+## Timeline
+
+[Timeline information if specified]
+
+## Open Questions
+
+- [Open question 1]
+- [Open question 2]
+
+## References
+
+[References if applicable]
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