feat(docs): add comprehensive user guides and installation instructions for Brainy

docs/DOCUMENTATION_ORGANIZATION.md

@@ -1,122 +0,0 @@
-# Documentation Organization
-
-This document explains the new documentation structure and workflow for managing markdown files in the Brainy project.
-
-## Overview
-
-The documentation has been reorganized from 29 scattered markdown files at the root level to a clean, organized structure with only essential files at the root and categorized documentation in the `docs/` directory.
-
-## New Structure
-
-### Root Level Files (GitHub/NPM Standards)
-- `README.md` - Main project documentation
-- `CONTRIBUTING.md` - Contribution guidelines  
-- `CODE_OF_CONDUCT.md` - Community standards
-- `CHANGELOG.md` - Version history and release notes
-
-### Documentation Directory Structure
-```
-docs/
-├── technical/           # Technical documentation and analysis
-│   ├── CONCURRENCY_ANALYSIS.md
-│   ├── STORAGE_CONCURRENCY_ANALYSIS.md
-│   ├── THREADING.md
-│   ├── STATISTICS.md
-│   ├── TESTING.md
-│   ├── VITEST_IMPROVEMENTS.md
-│   ├── REALTIME_UPDATES.md
-│   ├── METADATA_HANDLING.md
-│   ├── VECTOR_DIMENSION_STANDARDIZATION.md
-│   ├── USE_MODEL_LOADING_EXPLANATION.md
-│   ├── STORAGE_TESTING.md
-│   ├── TECHNICAL_GUIDES.md
-│   ├── ENVIRONMENT_TESTING.md
-│   └── SCALING_STRATEGY.md
-├── development/         # Development and contributor documentation
-│   ├── DEVELOPERS.md
-│   ├── DOCUMENTATION_STANDARDS.md
-│   ├── MARKDOWN_CONVENTIONS.md
-│   ├── EXPECTED_TEST_MESSAGES.md
-│   └── PRETTY_TEST_REPORTER.md
-└── guides/             # User guides and migration documentation
-    ├── cache-configuration.md
-    ├── hnsw-field-search.md
-    ├── json-document-search.md
-    ├── model-management.md
-    ├── optional-model-bundling.md
-    ├── production-migration-guide.md
-    └── service-identification.md
-```
-
-
-## CHANGELOG.md Management
-
-### Automated Workflow
-
-The project now uses automated changelog management:
-
-1. **Adding Changes**: Add entries to the `[Unreleased]` section in `CHANGELOG.md`
-2. **Version Bumping**: Use npm scripts that automatically update the changelog:
-   - `npm run version:patch` - Patch version bump + changelog update
-   - `npm run version:minor` - Minor version bump + changelog update  
-   - `npm run version:major` - Major version bump + changelog update
-
-3. **Manual Updates**: Use `npm run changelog:update` to manually update the changelog
-
-### Changelog Format
-
-The changelog follows the [Keep a Changelog](https://keepachangelog.com/) standard:
-
-- **Added** - New features
-- **Changed** - Changes in existing functionality
-- **Deprecated** - Soon-to-be removed features
-- **Removed** - Now removed features
-- **Fixed** - Bug fixes
-- **Security** - Vulnerability fixes
-
-### GitHub Integration
-
-The CHANGELOG.md is automatically used for:
-- GitHub releases (via `scripts/create-github-release.js`)
-- NPM package release notes
-- Version history tracking
-
-## Benefits of New Structure
-
-1. **Clean Root Directory**: Only 4 essential markdown files at root level
-2. **Better Organization**: Logical categorization of documentation in docs/ subdirectories
-3. **GitHub Compliance**: Follows GitHub and NPM best practices
-4. **Automated Maintenance**: Changelog updates are automated
-5. **Easy Navigation**: Clear directory structure for different doc types
-6. **Reduced Clutter**: Temporary and outdated files have been removed
-
-## Workflow for Contributors
-
-### Adding Documentation
-1. **Technical docs** → `docs/technical/`
-2. **Development docs** → `docs/development/`
-3. **User guides** → `docs/guides/`
-4. **Temporary files** → Should be avoided; use issues or PRs for temporary documentation
-
-### Making Changes
-1. Add changes to `[Unreleased]` section in `CHANGELOG.md`
-2. Use appropriate category (Added, Changed, Fixed, etc.)
-3. When ready to release, use `npm run version:patch/minor/major`
-4. The changelog will be automatically updated with version and date
-
-### Release Process
-1. Ensure `[Unreleased]` section has all changes
-2. Run `npm run version:patch/minor/major`
-3. Run `npm run deploy` to publish and create GitHub release
-4. GitHub release will use CHANGELOG.md content
-
-## Migration Notes
-
-- All technical documentation organized in `docs/technical/`
-- Development documentation organized in `docs/development/`
-- User guides organized in `docs/guides/`
-- Temporary summary files and archived content have been cleaned up
-- Links in existing documentation may need updates
-- New automation ensures changelog stays current
-
-This reorganization provides a sustainable, scalable approach to documentation management that follows industry best practices and integrates seamlessly with GitHub and NPM workflows.