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AI Agent Evaluation: Metrics, Traces, Human Review, and Workflows
A practical guide to evaluating AI agents with LLM metrics and tracing—plus when human review matters, how it calibrates judges, and workflows that combine CI, sampling, and production signals.
Jeffrey Ip
RAG Evaluation Metrics: Assessing Answer Relevancy, Faithfulness, Contextual Relevancy, And More
This article will go through everything you'll need for RAG evaluation, including metrics, and best practices.
Jeffrey Ip
LLM Evals Framework That Predicts ROI: A Step-by-Step Guide
Most LLM evals fail because metrics don't predict ROI, build outcome-based evals that correlate with business KPIs.
Jeffrey Ip
G-Eval Simply Explained: LLM-as-a-Judge for LLM Evaluation
This article goes through everything on G-Eval for anyone to easily evaluate LLM apps on any task specific criteria.
Kritin Vongthongsri
How I Built Deterministic LLM Evaluation Metrics for DeepEval
In this article, I'm sharing how I've built DeepEval's latest deterministic, LLM-powered, custom metric.
Jeffrey Ip
LLM Guardrails for Data Leakage, Prompt Injection, and More
In this article, you'll learn everything you need to know on LLM guardrails and how to use it for LLM security.
Jeffrey Ip
How to Jailbreak LLMs One Step at a Time: Top Techniques and Strategies
In this article, I'll show you how to jailbreak your LLM application to detect it for vulnerabilities.
Kritin Vongthongsri
Top LLM Chatbot Evaluation Metrics: Conversation Testing Techniques
In this article, you'll learn about LLM red teaming and how it can be carried out using DeepTeam.
Jeffrey Ip
LLM-as-a-Judge Simply Explained: The Complete Guide to Run LLM Evals at Scale
Complete guide to LLM-as-a-Judge: how it works, single-output vs pairwise scoring, G-Eval, DAG, prompting techniques, and how to use LLM judges for scalable LLM evaluation.
Jeffrey Ip
LLM Red Teaming: The Complete Step-By-Step Guide To LLM Safety
In this article, you'll learn about LLM red teaming and how it can be carried out using DeepTeam.