DAGI Stack Open Core Model¶
Version: 0.2.0
License: MIT (core components)
Last Updated: 2024-11-15
🎯 Philosophy¶
DAGI Stack follows an Open Core model: - Core infrastructure is open-source (MIT License) - Advanced/proprietary features can remain private (optional) - Community-driven development with transparent roadmap
Goals: 1. Enable anyone to build AI routers and agent systems 2. Maintain flexibility for commercial/proprietary extensions 3. Foster ecosystem growth through shared infrastructure
✅ Open Source Components (MIT License)¶
Router Core¶
Why Open: Foundation for any routing system
routing_engine.py- Rule-based routing logicconfig_loader.py- YAML configuration parserrouter_app.py- FastAPI HTTP servermain_v2.py- Entry point and CLI
Use Cases: - Build custom AI routers - Extend routing rules - Integrate with any LLM/agent backend
Provider Interfaces¶
Why Open: Standard contracts for extensibility
providers/base_provider.py- Abstract provider interfaceproviders/registry.py- Provider discovery and registrationproviders/llm_provider.py- LLM provider base classproviders/ollama_provider.py- Ollama integrationproviders/openai_provider.py- OpenAI integrationproviders/deepseek_provider.py- DeepSeek integration
Use Cases: - Add new LLM providers (Anthropic, Cohere, etc.) - Create custom agent providers - Integrate with proprietary backends
DevTools Backend¶
Why Open: Common development workflows
devtools-backend/main.py- FastAPI service- Endpoints:
/fs/read,/fs/write,/ci/run-tests,/notebook/execute - File operations, test execution, notebook support
Use Cases: - Code review workflows - Automated testing - Workspace management
RBAC Service¶
Why Open: Foundational access control
microdao/rbac_api.py- Role resolution service- Role definitions (admin, member, contributor, guest)
- Entitlement system
Use Cases: - Multi-tenant access control - DAO-based permissions - Custom role hierarchies
Bot Gateway¶
Why Open: Platform integrations
gateway-bot/main.py- Telegram/Discord webhooksgateway-bot/http_api.py- HTTP endpointsgateway-bot/router_client.py- Router client
Use Cases: - Add new platforms (Slack, WhatsApp) - Custom chat normalization - Webhook processing
Utilities¶
Why Open: Shared infrastructure
utils/logger.py- Structured JSON loggingutils/validation.py- Request validation- Request ID generation, error handling
Use Cases: - Consistent logging across services - Debugging and tracing - Production observability
Documentation¶
Why Open: Knowledge sharing
- All
.mdfiles (README, guides, API docs) - Architecture diagrams
- Deployment guides
- Test scenarios
Use Cases: - Learn routing patterns - Deployment best practices - Community contributions
Test Suites¶
Why Open: Quality assurance
smoke.sh- Smoke test suitetest-devtools.sh- DevTools E2E teststest-crewai.sh- CrewAI E2E teststest-gateway.sh- Gateway E2E tests
Use Cases: - Validate custom deployments - Regression testing - CI/CD integration
⚠️ Proprietary/Private Components (Optional)¶
These can remain private for commercial or strategic reasons:
Custom CrewAI Workflows¶
Why Private: Domain-specific IP
orchestrator/crewai_backend.py- Workflow implementations- microDAO-specific workflows (onboarding, proposal review)
- Agent configurations and prompts
Alternatives (Open): - Base CrewAI integration (open) - Workflow interface/API (open) - Example workflows (open)
Advanced RBAC Policies¶
Why Private: Competitive advantage
- Custom DAO-specific rules
- Complex entitlement logic
- Integration with on-chain data
Alternatives (Open): - Base RBAC service (open) - Role resolution API (open) - Example policies (open)
LLM Fine-tuning Data¶
Why Private: Training data IP
- Custom training datasets
- Prompt engineering techniques
- Model fine-tuning parameters
Alternatives (Open): - Provider interfaces (open) - Base model configurations (open)
Enterprise Features¶
Why Private: Revenue generation
- SSO integration (SAML, OAuth)
- Advanced audit logs
- SLA guarantees
- Premium support
Alternatives (Open): - Basic authentication (open) - Standard logging (open)
🔄 Contribution Model¶
Open Source Contributions¶
Welcome: - Bug fixes - Performance improvements - New provider implementations - Documentation updates - Test coverage - Example workflows
Process: 1. Fork repository 2. Create feature branch 3. Submit Pull Request 4. Code review by maintainers 5. Merge after approval
See: CONTRIBUTING.md
Commercial Extensions¶
Allowed: - Build proprietary services on top of DAGI Stack - Offer hosted versions (SaaS) - Create premium features - Provide consulting/support
Requirements: - Comply with MIT License terms - Attribute DAGI Stack in documentation - Consider contributing improvements back (optional)
📜 Licensing¶
MIT License Summary¶
Permissions: - ✅ Commercial use - ✅ Modification - ✅ Distribution - ✅ Private use
Conditions: - 📄 Include license and copyright notice
Limitations: - ⚠️ No liability - ⚠️ No warranty
Full License: LICENSE
🌐 Ecosystem Vision¶
Current State (v0.2.0)¶
- Open-source core (Router, DevTools, RBAC, Gateway)
- Example workflows and integrations
- Production-ready deployment
Short-term (v0.3.0-v0.5.0)¶
- Community provider implementations
- Additional workflow examples
- Integration guides (Dify, MCP)
Long-term (v1.0.0+)¶
- Plugin marketplace
- Hosted community instances
- Certification program for providers
- Enterprise support offerings
🤝 Partners & Integrations¶
Open Integrations¶
- Ollama (local LLM)
- OpenAI API
- DeepSeek API
- Telegram Bot API
- Discord Webhooks
Planned Integrations¶
- Dify (LLM backend)
- MCP (Model Context Protocol)
- Anthropic Claude
- Hugging Face models
- Web3 wallets (for DAO auth)
📊 Metrics & Transparency¶
Public Metrics (Planned)¶
- GitHub stars/forks
- Active contributors
- Issue resolution time
- Release cadence
- Community size (Discord)
Development Transparency¶
- Public roadmap (GitHub Projects)
- Open issue tracker
- Public discussions
- Regular community calls (planned)
💬 Community¶
- GitHub: https://github.com/daarion/dagi-stack
- Discord: https://discord.gg/daarion
- Discussions: https://github.com/daarion/dagi-stack/discussions
- Email: dev@daarion.city
🎉 Why Open Core?¶
- Accelerate Innovation: Community contributions improve core faster
- Reduce Vendor Lock-in: Users can self-host, modify, extend
- Build Trust: Transparent codebase, security audits possible
- Ecosystem Growth: More providers = more value for everyone
- Sustainable Business: Commercial extensions fund ongoing development
DAGI Stack is infrastructure, not a product. By open-sourcing the core, we enable the entire DAARION ecosystem to build on a shared foundation while maintaining flexibility for specialized/commercial use cases.
Version: 0.2.0
License: MIT (core)
Last Updated: 2024-11-15