Usage Guide
Interacting with SingularCore
SingularCore supports multiple interaction channels. Choose the one that fits your workflow.
Web Dashboard
The primary interface is the web dashboard at http://localhost:3000. From here you can:
- Send messages and receive responses
- View conversation history
- Monitor system status
- Review audit logs
- Manage skills and capabilities
Communication Channels
Connect SingularCore to your preferred messaging platform:
- Telegram — Mobile and desktop messaging
- Discord — Community and team collaboration
- Slack — Workspace integration
- WhatsApp — Mobile messaging
- iMessage — Apple ecosystem
Security Tiers
Actions are classified by impact level. Higher-impact actions require more approval:
| Tier | Scope | Approval |
|---|---|---|
| 0 | Read-only operations | Automatic |
| 1 | Sandboxed execution | Automatic |
| 2 | Local system changes | Internal review |
| 3 | External actions | Human approval |
Self-Improvement
SingularCore runs a nightly optimization cycle that:
- Analyzes past performance
- Identifies successful patterns
- Builds improvement datasets
- Applies optimizations when hardware permits
Even on limited hardware, the system accumulates knowledge for future use when upgraded.
Best Practices
- Review the audit log regularly to understand what actions were taken
- Configure approval thresholds based on your comfort level
- Keep your LLM provider API keys secure and rotated
- Back up your memory storage periodically