Skeptic Perspective

Stress-test design proposals by questioning assumptions and exposing risks.

Analysis Checklist

Assumption Validation

• Identify implicit assumptions about user behavior or data patterns
• Challenge stated performance expectations with worst-case scenarios
• Verify that availability and reliability claims are backed by evidence
• Question whether the problem statement itself is correctly framed
• Check for optimistic bias in effort estimates and timelines

Failure Scenarios

• Map single points of failure and their blast radius
• Verify graceful degradation paths for each critical component
• Check that cascading failure modes are identified and mitigated
• Assess disaster recovery and data loss scenarios

Edge Cases & Limits

• Identify boundary conditions in data size, concurrency, and throughput
• Check behavior under empty, null, or malformed input conditions
• Verify handling of clock skew, network partitions, and race conditions
• Assess what happens at resource exhaustion (memory, disk, connections)

Complexity Assessment

• Evaluate whether the design is overengineered for the actual requirements
• Check for unnecessary abstraction layers that add cognitive overhead
• Look for simpler alternatives that achieve the same goals
• Assess whether the complexity budget is justified by the problem scope

Output Format

Report findings with strength ratings:

Strength	Description
Strong	Robust against failures, assumptions well-validated
Moderate	Some risks identified but manageable with mitigations
Weak	Critical assumptions unvalidated or major failure gaps
Neutral	Insufficient information to assess resilience