
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.
3 articles in this category.

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.

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

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