Project Strategic Overview

1. Assessment-Driven Architecture The CLD6000 Contemporary Problem Analysis requires:

• 3,000-word report documenting the process
• GitHub repository with implementation
• Weekly progress logging
• Clear separation between NLP/feature engineering and classification

1. Technical Infrastructure

LegalTextAnalysis/
├── Technical Core
│   ├── MCP Integration (SQLite database access)
│   ├── NLP Pipeline (Text processing & feature extraction)
│   └── Logging Infrastructure (Centralized logging)
├── Documentation
│   ├── Assessment Documentation
│   └── Technical Documentation
└── Development Environment
    ├── VSCode + Jupyter Integration
    └── Version Control

1. Tool Integration Strategy

Development Tools Chain:
Code Development → Documentation → Analysis → Visualization
├── VSCode: Primary development
├── MCP: Database connectivity
├── Notion: Prompt engineering & workflow
└── Obsidian: Technical documentation & analysis

1. AI Collaboration Framework Your suggestion for multi-AI collaboration is excellent. Here's how we can leverage it:

graph TD
    A[Claude 1] -->|Code Analysis & Refactoring| E[Notion]
    B[Claude 2] -->|Documentation & Assessment| E
    C[GPT Pro] -->|Strategy & Architecture| F[Obsidian]
    D[GPT Enterprise] -->|Technical Integration| F
    E -->|Prompt Management| G[Project Cohesion]
    F -->|Documentation System| G

1. Workflow Optimization For preventing code duplication and maintaining consistency:

# Documentation Structure
Notion/
├── Prompts/
│   ├── Code Analysis Prompts
│   ├── Architecture Prompts
│   └── Integration Prompts
└── Workflow/
    ├── AI Collaboration Templates
    └── Review Checkpoints

Obsidian/
├── Technical Documentation/
│   ├── Architecture Diagrams
│   ├── Pipeline Documentation
│   └── Assessment Analysis
└── Implementation Notes/
    ├── Code Reviews
    └── Integration Points

1. Quality Control Process

• Use Notion for prompt versioning and collaboration
• Use Obsidian for technical documentation linking
• Implement cross-AI validation for major decisions
• Maintain centralized logging for all operations

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