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Evaluation

3 articles in this category.

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The Model Is Not the Unit of AI Performance

The Model Is Not the Unit of AI Performance

A model score is produced by a task contract, orchestration setup, environment, budget, and grader. Choose AI systems with deployment-shaped acceptance evidence, not leaderboard rank alone.

Jul 21, 2026 15 min read
AIAI EngineeringEvaluationSystems Thinking
The 15-Minute AI Reliability Audit (With a Practical Scorecard)

The 15-Minute AI Reliability Audit (With a Practical Scorecard)

A fast, practical reliability audit for AI workflows: score the failure surface, find your weakest link, and implement one guardrail this week.

Feb 8, 2026 3 min read
AI EngineeringSystems DesignDevOpsEvaluation
Open-Domain Evaluation Worksheet for Teams

Open-Domain Evaluation Worksheet for Teams

A practical team worksheet for evaluating open-domain AI tasks: evidence quality, uncertainty handling, and recovery behavior under messy real-world conditions.

Feb 5, 2026 3 min read
AI EngineeringEvaluationLarge Language ModelsSystems Design
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