Persona view
Explore how different roles engage with each layer of the Velocity Blueprint. Each cell represents a specialized role responsible for a specific focus within a layer.
Business/Product Product vision, priorities, and ROI | Architecture Technical design and standards | Build/Dev Development and implementation | Reliability Operations and incident response | Governance Security, compliance, and policy | |
|---|---|---|---|---|---|
| Agentic core | |||||
| Software core | |||||
| Data core | |||||
| Foundations |
Understanding the view
Layers
- Agentic core
- Software core
- Data core
- Foundations
Concerns
- Business/Product: Product vision, priorities, and ROI
- Architecture: Technical design and standards
- Build/Dev: Development and implementation
- Reliability: Operations and incident response
- Governance: Security, compliance, and policy
AI/ML architect
Architecture · Agentic core
Designs agent architectures, selects models and frameworks.
Responsibilities
- • Design agent system architecture
- • Select LLM providers and models
- • Define integration patterns
- • Establish best practices and standards
Key metrics
Primary components (4)
Designs tracing architecture to capture agent decision paths and tool call chains
Agentic core › Evaluation frameworkDefines evaluation frameworks and benchmark suites for agent quality assurance
Agentic core › Prompt managementEstablishes prompt versioning standards and template architectures across agent systems
Agentic core › Knowledge groundingArchitects RAG pipelines, selects embedding strategies, and defines retrieval patterns
Secondary components (8)
Defines guardrail architectures and output validation patterns for agent safety
Agentic core › LLM routerDesigns model routing strategies for cost, latency, and capability optimization
Agentic core › MCP serversDefines MCP server integration standards for tool and data access
Agentic core › Guardrails frameworkArchitects guardrail patterns and defines output validation standards
Agentic core › Agent-to-agent protocolsDesigns inter-agent communication protocols and message schemas
Agentic core › Multi-agent orchestrationArchitects multi-agent coordination patterns and delegation hierarchies
Software core › Dev orchestration agentsDesigns agent-assisted development workflows and coding standards
Foundations › Vector databaseEvaluates vector storage solutions and designs embedding index strategies