Systems Evaluation
How systems evaluation are reshaped as AGI capability advances.
The bottom line
Roughly 85% of the work in Systems Evaluation is information-shaped — already within reach of AI delivery. The question here is not whether it shifts, but which tasks go first and who staffs the residual.
Why: The skill name 'Systems Evaluation' and its description—identifying performance measures and determining corrective actions—describe highly analytical, cognitive knowledge work. Because this skill enables analyzing information and evaluating indicators rather than hands-on physical manipulation, it falls firmly in the digital band.
grounded in the economy graph · digital scalar 0.85 · digital
The problems this exposes
Node-intrinsic problems read straight off the graph (exposesProblem) — the evergreen wedges a builder could take into this space.
- Assess Vendor System Reliability
- Audit Cloud Resource Overprovisioning
- Diagnose Infrastructure Bottlenecks
- Execute Architecture Compliance Audits
- Infrastructure Over-Provisioning Waste
- Modernize Legacy Technical Architecture
- Prevent Platform Latency Churn
- Recruit Senior Systems Architects
- SLA Compliance Penalties
- Scaling Capacity Limitations
+4 more problems on the graph
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Problems
- Diagnose Infrastructure Bottlenecksops
- Prevent Platform Latency Churnretention
- Audit Cloud Resource Overprovisioningcapital
- Assess Vendor System Reliabilitysupply-chain
- Execute Architecture Compliance Auditscompliance
- Recruit Senior Systems Architectstalent
- Modernize Legacy Technical Architecturecompetitive
Opportunities
- Cloud Resource AuditingAgent
- Architecture Compliance AutomationService-as-Software
- Infrastructure Bottleneck ProfilingHeadless SaaS
- Latency Mitigation AutomationAgent
- Vendor Reliability AssessmentService-as-Software