Eval Engineering

The emerging discipline of building trust in production AI systems.

Eval Engineering

The emerging discipline of building trust in production AI systems.

Eval Engineering

The emerging discipline of building trust in production AI systems.

Build systematic evaluation pipelines

Move beyond ad-hoc testing to structured, repeatable evaluation processes.

Implement LLM-as-Judge patterns

Use language models to evaluate language models with proper calibration.

Manufacture production trust

Connect evaluation results to deployment decisions with confidence.

Scale evaluation infrastructure

Build robust systems that grow with your AI system's complexity.

What's inside?

CHAPTER 1

What is Eval Engineering?

Understanding evals as the practice of manufacturing trust in AI systems through systematic evaluation.

CHAPTER 2

Evals with LLM-as-Judge

Using language models to evaluate language models — patterns, pitfalls, and practical implementation.

CHAPTER 3

Refining Evals with SME in the Loop

How to incorporate subject matter expertise into your evaluation pipeline for domain-specific accuracy.

CHAPTER 4

Scaling Evaluation Infrastructure

Building robust infrastructure that scales with your AI system's complexity and deployment needs.

CHAPTER 5

Production Guardrails for AI

Evaluation tells you what went wrong. Guardrails stop it from happening. Every team in this chapter learned the difference the hard way.

CHAPTER 1

What is Eval Engineering?

Understanding evals as the practice of manufacturing trust in AI systems through systematic evaluation.

CHAPTER 2

Evals with LLM-as-Judge

Using language models to evaluate language models — patterns, pitfalls, and practical implementation.

CHAPTER 3

Refining Evals with SME in the Loop

How to incorporate subject matter expertise into your evaluation pipeline for domain-specific accuracy.

CHAPTER 4

Scaling Evaluation Infrastructure

Building robust infrastructure that scales with your AI system's complexity and deployment needs.

CHAPTER 5

Production Guardrails for AI

Evaluation tells you what went wrong. Guardrails stop it from happening. Every team in this chapter learned the difference the hard way.

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