Monitoring LLM behavior: Drift, retries, and refusal patterns

The offline pipeline's primary objective is regression testing — identifying failures, drift, and latency before production.

LLM-As-A-Judge: What To Expect From Using AI To Evaluate AI

LLM-as-a-judge is exactly what it sounds like: using one language model to evaluate the outputs of another. Your first ...
InfoQ

Elena Samuylova on Large Language Model (LLM)-Based Application Evaluation and LLM as a Judge

A monthly overview of things you need to know as an architect or aspiring architect. Unlock the full InfoQ experience by logging in! Stay updated with your favorite authors and topics, engage with ...
Diginomica

Want better LLM results? Then it's time for AI evaluation tools - learning from Galileo's RAG and agent metrics

A consistent media flood of sensational hallucinations from the big AI chatbots. Widespread fear of job loss, especially due to lack of proper communication from leadership - and relentless overhyping ...
VentureBeat

TruEra launches free tool for testing LLM apps for hallucinations

Want smarter insights in your inbox? Sign up for our weekly newsletters to get only what matters to enterprise AI, data, and security leaders. Subscribe Now TruEra, a vendor providing tools to test, ...
Becker's Hospital Review

Google launches LLM evaluation tool for health data

Google has developed a new evaluation framework to help health systems assess large language models more efficiently and reliably. The framework, called Adaptive Precise Boolean rubrics, converts ...
app.com

LLM Consensus Matches or Outperforms the Best AI Models in Expert Evaluation Without Performance Degradation

A multi-model consensus system matches or outperforms GPT-5.4, Claude Opus 4.6 and Gemini 3.1 Pro across 100 expert-level questions infinance, law, medicine and technology, with no performance ...
InfoWorld

Databricks adds MemAlign to MLflow to cut cost and latency of LLM evaluation

Databricks’ Mosaic AI Research team has added a new framework, MemAlign, to MLflow, its managed machine learning and generative AI lifecycle development service. MemAlign is designed to help ...
InfoWorld

Haystack review: A flexible LLM app builder

Haystack is an open-source framework for building applications based on large language models (LLMs) including retrieval-augmented generation (RAG) applications, intelligent search systems for large ...