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Half the answer keys in text-to-SQL benchmarks are wrong. So I generated the database from the answer key.

Half the answer keys in text-to-SQL benchmarks are wrong. So I generated the database from the answer key.

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7 min read
The regression your eval set is too small to catch

The regression your eval set is too small to catch

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7 min read
One average eval score was hiding two different failure modes

One average eval score was hiding two different failure modes

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5 min read
Evaluating LLM Apps in Java

Evaluating LLM Apps in Java

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10 min read
Evaluating LLM Apps in Python

Evaluating LLM Apps in Python

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9 min read
Short-Circuit Your Agent Evals: Tier Order Is a Latency Budget, Not a Preference

Short-Circuit Your Agent Evals: Tier Order Is a Latency Budget, Not a Preference

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5 min read
Your AI judge might be reliable — and still be wrong

Your AI judge might be reliable — and still be wrong

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3 min read
Reliable, and still wrong

Reliable, and still wrong

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3 min read
Give Your Agent a Type Signature: Contract-First Output Beats a Smarter Judge

Give Your Agent a Type Signature: Contract-First Output Beats a Smarter Judge

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4 min read
Your Model-as-Judge Doesn't Belong in the Hot Path

Your Model-as-Judge Doesn't Belong in the Hot Path

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9 min read
Evaluating Large Language Models: The Pitfall of Overfitting in RAG

Evaluating Large Language Models: The Pitfall of Overfitting in RAG

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2 min read
Evaluating Large Language Models: The Overfitting Problem

Evaluating Large Language Models: The Overfitting Problem

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2 min read
Building Evals That Don't Lie: How to Make AI Evaluation Reliable in Production

Building Evals That Don't Lie: How to Make AI Evaluation Reliable in Production

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5 min read
Our Quality Scores Were Precise, Useless, and Identical

Our Quality Scores Were Precise, Useless, and Identical

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8 min read
Who Grades the Grader? Your LLM Judge Is an Unvalidated Model in Production

Who Grades the Grader? Your LLM Judge Is an Unvalidated Model in Production

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5 min read
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