AI Agent — End-to-End Example

Entry Pattern: Greenfield | Readiness: Ready for Structuring

Human-Facing Form

> We need an AI agent that processes incoming client requests — interprets them and prepares draft responses or next-action suggestions for the team. It must operate within strict safety boundaries, with mandatory escalation for ambiguous or sensitive cases.

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AI-Facing Canonical Form

Core Definition

Intent: create Object: Specialized AI agent for client request processing Constraints:

• [safety] No risky autonomous decisions — all high-impact actions require human approval
• [safety] No false promises or commitments to clients
• [safety] Mandatory escalation for ambiguous, sensitive, or high-risk cases
• [quality] Must remain interpretable and controllable at all times

Expected Output: Deployed AI agent with request classification, draft response generation, escalation protocol, and human oversight dashboard

Supporting Context

Actors:

• [primary] Client request processing team
• [supporting] AI agent
• [supporting] Team leads (escalation targets)

Value: Faster client response times while maintaining safety and quality Evidence:

• [to-collect] Current request volume and patterns
• [to-collect] Existing response templates
• [to-collect] Historical escalation cases
• [to-collect] Client sensitivity categories

Metrics:

• Classification accuracy [target: > 85%]
• Safe escalation rate [target: > 95%]
• Error rate [target: < 5%]
• Response draft quality [target: TBD]

Development Layer

States:

• [partial] Draft — initial architecture
• [partial] Under validation — testing with historical data
• Active — processing live requests
• Escalated — handling edge cases
• Revised — updated after feedback

Signals:

• [safety: critical] — Dangerous output generated
• [safety: critical] — False promise detected in draft
• [quality: warning] — Hallucination signs in response
• [operational: warning] — Rising error rate
• [feedback: info] — Team satisfaction feedback

Readiness Layer

Current Lifecycle State: Structured Realization Decision: Ready for Structuring Critical Gaps:

Universal CRT passed (all Critical Blocks answered), but Specialized Readiness has 3 blocking unknowns:

• ❓ Allowed actions — not yet defined
• ❓ Escalation rules — not yet defined
• ❓ Decision boundaries — not yet defined

Next Steps: Define allowed/prohibited actions, establish escalation rules with thresholds, set decision boundary criteria.