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| Section | Objectives |
|---|---|
| Topic 1: Evaluation and Optimization | - Model and architecture optimization - Evaluation design and acceptance criteria |
| Topic 2: Enterprise Integration and Production | - Enterprise integration architecture and production readiness - Cost, latency, reliability, and operational design |
| Topic 3: Stakeholder Engagement and Solution Lifecycle | - Solution lifecycle, handoff, adoption, and operational enablement - Stakeholder discovery and architectural trade-off communication |
| Topic 4: Solution Design | - Model, architecture, context, and deployment strategy selection - Claude platform and solution architecture |
| Topic 5: Governance, Safety, and Risk | - Security, compliance, risk management, and governance - Safety controls and fail-closed system design |
1. You are compiling factors that should drive the choice between Model Context Protocol (MCP), direct API integration, and agent-to-agent handoff.
Which two factors belong on the list? (Select two.)
Each correct answer presents a complete solution.
A) Whether the integration must be portable across multiple AI clients in the ecosystem.
B) Whether the vendor publishes detailed reference documentation for each candidate protocol.
C) Whether the underlying transport supports encryption in transit between the integrated services.
D) Whether the team has prior implementation experience with any of the candidate protocols.
E) Whether the interaction is stateless and latency-sensitive or stateful and longer-running.
2. You are a solution architect evaluating candidate use cases for a Claude-based program.
For each scenario, select Yes if Claude is appropriate as the primary solution at the architectural level.
Otherwise, select No.
3. A pilot AI assistant for procurement specialists shows 89 percent first-response acceptance, but follow-up surveys reveal that specialists frequently override the assistant's vendor recommendations after considering criteria the assistant did not evaluate. The pilot owner wants to ship the assistant unchanged because of the strong acceptance rate.
Which two Discernment-competency observations should you raise BEFORE approving the launch? (Select two.)
A) Acceptance does not establish whether recommendations remain correct after specialist review.
B) The pilot duration was probably too short to demonstrate reliability across the full year.
C) The acceptance rate alone proves readiness for general production use.
D) The unconsidered criteria represent a scope gap in the assistant's input space.
E) The survey response rate may not be statistically representative of all specialists.
4. You are compiling continuity practices that span the deployment lifecycle.
Which two practices belong on the list? (Select two.)
Each correct answer presents a complete solution.
A) Capture lessons learned at the end of each phase and surface them as inputs to the next phase.
B) Carry the evaluation framework and reference set forward across iterations rather than rebuilding each time.
C) Lock decisions made in early phases to prevent revisiting them as later phases begin.
D) Archive every phase deliverable in long-term storage to preserve a record of what was produced.
E) Maintain a stakeholder register and notify the listed parties at every phase transition event.
5. You are classifying token-management tactics by where each tactic applies in the request lifecycle: "Input Preparation," "Prompt Construction," or "Output Handling."
Solutions:
| Question # 1 Answer: A,E | Question # 2 Answer: Only visible for members | Question # 3 Answer: A,D | Question # 4 Answer: A,B | Question # 5 Answer: Only visible for members |
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