Core Capability Framework
Eight Layers That Get Real Work Done
From foundation models to interaction channels — every layer is essential. Miss one, and your agent can chat but cannot deliver. Workopilot provides the complete stack so partners never start from scratch.
Complete Eight-Layer AI Agent Framework
An agent's core value is not "chatting" but "getting work done." A truly enterprise-ready agent needs all eight layers.
Foundation Models
GPT/Claude/DeepSeek — determines the reasoning baseline
Role & System Prompt
Defines the employee's persona, expertise domain, and response boundaries
Short-Term Memory
Current session context — enables coherent multi-turn conversations
Long-Term Memory
Cross-session knowledge retention — the agent "remembers you"
Knowledge Base / RAG
Mount enterprise documents — answers grounded in real data
MCP Tool Invocation
Connect external systems — execute queries, writes, triggers, and real operations
Skills
Encapsulated task-specific logic — reusable and composable
Interaction Channels
The interface or device through which users interact with the agent
Missing any single layer, and the agent will "talk but not deliver" in specific scenarios.
