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Kwasa-Kwasa System Architecture Analysis

Overview

Kwasa-Kwasa is a metacognitive text processing framework with the Turbulance language at its core. This document provides a systematic analysis of every component, its purpose, dependencies, and integration status.

System Structure

1. Core Language Layer (src/turbulance/)

1.1 Language Foundation

1.2 Advanced Language Features

1.3 Data Structures & Context

1.4 Standard Library (stdlib/)

2. Orchestration Layer (src/orchestrator/)

3. Knowledge Management (src/knowledge/)

4. Text Processing (src/text_unit/)

5. Pattern Analysis (src/pattern/)

6. Evidence Management (src/evidence/)

7. Scientific Domains

7.1 Genomic Analysis (src/genomic/)

7.2 Spectrometry (src/spectrometry/)

7.3 Chemistry (src/chemistry/)

8. Visualization (src/visualization/)

9. External Integrations (src/external_apis/)

10. Command Line Interface (src/cli/)

11. Binary Executables (src/bin/)

12. Support Infrastructure

Critical Gaps and Issues

1. Build Compilation Errors

The system currently has 485+ compilation errors that prevent it from building, including:

2. Incomplete Integrations

3. Missing Core Functionality

4. Architectural Inconsistencies

Integration Dependencies

Core Dependencies Flow:

Turbulance Language Core
    ↓
Orchestrator (manages execution)
    ↓
Text Units (data processing)
    ↓  
Knowledge System (facts/evidence)
    ↓
Visualization (output)
    ↓
CLI/REPL (user interface)

Cross-cutting Concerns:

Completion Status

Next Steps for Completion

  1. Fix Compilation Issues: Address all 485+ compilation errors systematically
  2. Standardize Error Handling: Implement consistent error types across modules
  3. Complete Missing Implementations: Fill in TODOs and incomplete functions
  4. Integration Testing: Ensure all modules work together properly
  5. Documentation: Complete API documentation for all public interfaces
  6. Performance Optimization: Profile and optimize critical paths
  7. External API Integration: Implement real external service connections
  8. Comprehensive Testing: Unit tests, integration tests, and end-to-end tests