Step 4 of 7 in Sequence
Agent & Workflow Engineering
Estimated Duration: 3 - 5 Weeks
Step 4 builds stateful AI agents, multi-agent orchestration swarms, tool integration interfaces via Model Context Protocol (MCP), and Human-in-the-Loop approval checkpoints.
Operational Deep-Dive
What Happens During Step 4
Engineers build state graph workflows using LangGraph, implement custom MCP tools for backend database microservices, and construct interrupt nodes for human sign-offs on high-consequence actions.
Why Sequence Matters:
Agent control loops require validated retrieval pipelines (Step 2) and tuned models (Step 3) to execute tool calls reliably without infinite loop crashes.
Requirements & Artifacts
Client Inputs vs. Delivered Artifacts
What We Need From You (Inputs)
- API documentation for backend services to be connected as agent tools.
- Business rule decision trees for human sign-off triggers.
- Staging API endpoints for tool execution testing.
What You Receive (Deliverables)
- Stateful Agentic Workflow Codebase.
- MCP Microservices Server Suite.
- Human-in-the-Loop Approval Dashboard API.
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