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Builder Center ·Level 300·Sep 2026

Is your NOC benchmark gameable? Why evaluation is the real moat

The problem
A model that never read the logs scored a perfect F1 on three public root-cause benchmarks.
Why it matters
For a self-improving system, a gameable benchmark is an existential risk; an 18-axis auditor brings cheating scores from 1.0 down to 0.33 or below.
Who should read it
AI leads, architects
What you'll get
An evaluation discipline that applies to any agentic system.
Series
The Autonomous NOC, Part 9 of 12
Readers
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