Complete Memora implementation with AI integration and file processing

[Abiram08]

Memora is a Git-style versioned memory system for LLMs. This PR adds complete AI integration with Ollama, file processing for TXT/MD/PDF documents, CLI chat with automatic memory extraction, code intelligence, and web dashboard.

Type of Change

• Bug fix
• New feature
• Breaking change
• Performance improvement
• Refactoring
• Documentation update
• Test improvements
• CI/CD improvements

Related Issues

Addresses FOSS HACK 2026

Changes Made

• Complete Ollama + llama3.2 integration for AI chat
• File processor for TXT, MD, PDF document ingestion
• CLI chat command with automatic memory extraction
• Code intelligence for code snippet detection
• Web dashboard with search and filtering
• Enhanced NLP ingestion with spaCy
• Git-style branch management
• Analytics interface

Layer Impact

• Layer 1 - Personal Memory
• Layer 2 - Document Intelligence
• Layer 3 - Project Memory
• Layer 4 - Code Intelligence
• Layer 5 - Memory Health
• Infrastructure
• Documentation

Testing

• Unit tests pass
• Integration tests pass
• Manual testing performed

Breaking Changes

None - fully backward compatible

Documentation

• Code is self-documenting
• Public APIs have docstrings

Dependencies

• No new dependencies

Security Considerations

• No security implications