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Workflow Series (05): Evaluation Framework — Three-Layer Testing and Trace Tracking

Workflow Series (05): Evaluation Framework — Three-Layer Testing and Trace Tracking

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5 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
One Triage Pass, Every Trace Format: Stop Letting Fragmentation Shrink Your Eval Coverage

One Triage Pass, Every Trace Format: Stop Letting Fragmentation Shrink Your Eval Coverage

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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
Your Agent Didn't Break, It Drifted: Detecting Slow Decay in Autonomous Systems

Your Agent Didn't Break, It Drifted: Detecting Slow Decay in Autonomous Systems

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7 min read
Stop Asking 'Is GAI Here' — Ask 'At What Layer'

Stop Asking 'Is GAI Here' — Ask 'At What Layer'

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3 min read
Your Model Upgrade Broke Three Workflows and the Tests Still Passed

Your Model Upgrade Broke Three Workflows and the Tests Still Passed

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5 min read
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