# High Level Features (*VISION*)
## Model Management & Integration
- Model performance metrics tracking (because we need more graphs to ignore)
- Model comparison tools (for when you can't decide which AI is less wrong)
- Support for multiple model providers (Ollama, OpenAI, Anthropic) (because vendor lock-in is so last year)
- Model fine-tuning interface (teach old AIs new tricks)
- Model caching system (because waiting for responses is like watching grass grow)
## Advanced Document Processing
- Support for more document formats (DOCX, EPUB, HTML) (because PDFs aren't frustrating enough)
- Image processing and OCR capabilities (let's make the AI squint at pictures)
- Markdown rendering and processing (because plain text is too mainstream)
- Table extraction and processing (Excel's worst nightmare)
- Academic paper specific processing:
- Citation extraction and management
- Figure and table extraction
- LaTeX support (because some people enjoy pain)
## Conversation & Memory Management
- Long-term conversation storage (because AIs need therapy too)
- Conversation search and indexing (find that one useful response among thousands of "I don't know"s)
- Conversation templates for specific tasks (because copy-pasting is hard)
- Export conversations to various formats (PDF, HTML, Markdown) (for posterity)
- Context window management (because memory isn't infinite, despite what Chrome thinks)
## Advanced Role System
- Role templates and custom role creation (play dress-up with your AI)
- Role chaining (make AIs argue with themselves)
- Role-specific memory and context (because personalities need baggage)
- Dynamic role switching based on context (AI with multiple personality features™)
- Role performance analytics (measure how well your AI plays pretend)
## User Interface & Interaction
- CLI interface with rich formatting (because GUIs are overrated)
- Web interface (for those who fear the terminal)
- REST API (because everything needs to be a service)
- WebSocket support for real-time interactions (because HTTP polling is so 2010)
- Interactive mode with command history (like a shell, but more pretentious)
## Integration & Automation
- Git integration (let AI review your code and judge your life choices)
- CI/CD pipeline integration (automate everything, break things faster)
- Slack/Discord/Teams integration (because AIs need social media too)
- Webhook support (for when you need to trigger AI existential crises automatically)
- Task automation and scheduling (let AI handle your boring tasks)
## Security & Privacy
- End-to-end encryption (because paranoia is a feature)
- Role-based access control (keep the AI on a need-to-know basis)
- Conversation anonymization (because even AIs deserve privacy)
- Audit logging (track who made the AI say what)
- Content filtering (keep the AI family-friendly)
## Analytics & Monitoring
- Usage statistics and analytics (because managers love graphs)
- Performance monitoring (watch your CPU cry in real-time)
- Cost tracking (monitor your AI's expensive habits)
- Response quality metrics (measure how often the AI is actually helpful)
- Error analytics and reporting (because someone needs to read those stack traces)
## Advanced Features
- Multi-language support (make the AI confused in multiple languages)
- Custom prompt templates (because writing prompts is an art form)
- Chain-of-thought visualization (watch the AI think it's thinking)
- Semantic search across conversations (find that needle in the AI haystack)
- Auto-summarization of long conversations (TL;DR as a service)
## Developer Tools
- Plugin system (because every project needs plugins nobody will use)
- Custom model training tools (teach AI your bad habits)
- Debug mode with detailed logging (see exactly where things went wrong)
- Testing utilities (pretend we write tests)
- Documentation generator (that nobody will read)