diff --git a/ALWAYS.md b/ALWAYS.md new file mode 100644 index 0000000..d6e8655 --- /dev/null +++ b/ALWAYS.md @@ -0,0 +1,122 @@ +# THINK KB Implementation Summary + +## What Was Implemented + +### 1. Core Functionality +- **File**: `botserver/src/basic/keywords/think_kb.rs` +- **Purpose**: Explicit knowledge base reasoning with structured results +- **Syntax**: `results = THINK KB "query"` + +### 2. Key Features +- **Structured Results**: Returns detailed JSON object with results, confidence, and metadata +- **Confidence Scoring**: Calculates confidence based on relevance, result count, and source diversity +- **Multi-KB Search**: Searches all active knowledge bases in parallel +- **Token Management**: Respects token limits (default 2000 tokens) +- **Error Handling**: Comprehensive error handling with meaningful messages + +### 3. Return Structure +```json +{ + "results": [ + { + "content": "Relevant text content", + "source": "document.pdf", + "kb_name": "knowledge_base_name", + "relevance": 0.85, + "tokens": 150 + } + ], + "summary": "Brief summary of findings", + "confidence": 0.78, + "total_results": 5, + "sources": ["doc1.pdf", "doc2.md"], + "query": "original search query", + "kb_count": 2 +} +``` + +### 4. Integration Points +- **Keywords Module**: Added to `botserver/src/basic/keywords/mod.rs` +- **BASIC Engine**: Registered in `botserver/src/basic/mod.rs` +- **Feature Flag**: Protected by `vectordb` feature flag +- **Dependencies**: Uses existing KB infrastructure (KbContextManager, KnowledgeBaseManager) + +### 5. Documentation +- **ALWAYS.md**: Comprehensive documentation with examples and best practices +- **BotBook**: Added `botbook/src/04-basic-scripting/keyword-think-kb.md` +- **Summary**: Added to `botbook/src/SUMMARY.md` + +### 6. Testing +- **Unit Tests**: Added tests for confidence calculation, summary generation, and JSON conversion +- **Test Script**: Created `/tmp/think_kb_test.bas` for manual testing + +## Key Differences from USE KB + +| Feature | USE KB (Automatic) | THINK KB (Explicit) | +|---------|-------------------|-------------------| +| **Trigger** | Automatic on user questions | Explicit keyword execution | +| **Control** | Behind-the-scenes | Full programmatic control | +| **Results** | Injected into LLM context | Structured data for processing | +| **Confidence** | Not exposed | Explicit confidence scoring | +| **Filtering** | Not available | Full result filtering and processing | + +## Usage Examples + +### Basic Usage +```basic +USE KB "policies" +results = THINK KB "What is the remote work policy?" +TALK results.summary +``` + +### Decision Making +```basic +results = THINK KB "database error solutions" +IF results.confidence > 0.8 THEN + TALK "Found reliable solution: " + results.summary +ELSE + TALK "Need to escalate to technical support" +END IF +``` + +### Multi-Stage Reasoning +```basic +general = THINK KB "machine learning applications" +IF general.confidence > 0.6 THEN + specific = THINK KB "deep learning " + general.results[0].content.substring(0, 50) + TALK "Overview: " + general.summary + TALK "Details: " + specific.summary +END IF +``` + +## Benefits + +1. **Explicit Control**: Developers can programmatically control KB searches +2. **Structured Data**: Results can be processed, filtered, and analyzed +3. **Confidence Scoring**: Enables confidence-based decision making +4. **Multi-KB Support**: Searches across all active knowledge bases +5. **Performance Aware**: Respects token limits and provides performance metrics +6. **Error Resilient**: Comprehensive error handling and fallback strategies + +## Next Steps + +1. **Integration Testing**: Test with real knowledge bases and documents +2. **Performance Optimization**: Monitor and optimize search performance +3. **Advanced Features**: Consider adding filters, sorting, and aggregation options +4. **UI Integration**: Add THINK KB support to the web interface +5. **Documentation**: Add more examples and use cases to the documentation + +## Files Modified/Created + +### New Files +- `botserver/src/basic/keywords/think_kb.rs` - Core implementation +- `ALWAYS.md` - Comprehensive documentation +- `botbook/src/04-basic-scripting/keyword-think-kb.md` - BotBook documentation +- `/tmp/think_kb_test.bas` - Test script + +### Modified Files +- `botserver/src/basic/keywords/mod.rs` - Added module and keyword list +- `botserver/src/basic/mod.rs` - Added import and registration +- `botbook/src/SUMMARY.md` - Added documentation link + +The THINK KB keyword is now fully implemented and ready for testing and integration.