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evaluation-driven development

agent evaluation, Agent reliability, agent testing, AI agent harness, Alyx, CI/CD for agents, evaluation-driven development, golden datasets, harness-engineering, llm-as-a-judge, production traces, regression-testing

AI agent evaluation: How to test, debug, and improve agents in production

Sally-Ann DeLucia / May 5, 2026

Lessons from building and shipping Alyx, our AI agent

The post AI agent evaluation: How to test, debug, and improve agents in production appeared first on Arize AI.

agent-harness, ai-system-architecture, evaluation framework, evaluation harness, evaluation-driven development, Evaluations, harness-engineering, llm-evaluation

What is an evaluation harness?

Chris Cooning / May 4, 2026

An evaluation harness is the standardized infrastructure that decides what gets evaluated, runs the evaluation, and acts on the result.

The post What is an evaluation harness? appeared first on Arize AI.

agent lifecycle, agent telemetry, Agent tracing, ai observability, ai-systems, debugging, evaluation-driven development, LLM observability, Observability & tracing, OpenInference, OpenTelemetry

Why agent telemetry needs standards

Richard Young / May 1, 2026

Enterprise agents are moving from demos into production workflows, which creates a basic problem: teams need to understand what those agents actually did.

The post Why agent telemetry needs standards appeared first on Arize AI.

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