https://aiagentsnews.top/tags/evaluation/ Recent content in Evaluation on AI Agents News Hugo en Sat, 25 Jul 2026 12:45:20 +0000 https://aiagentsnews.top/posts/agent-evaluation-tools-mlflow-vs-deepeval-in-2026/ Sun, 19 Jul 2026 00:00:00 +0000 AI Agents News Editorial https://aiagentsnews.top/posts/agent-evaluation-tools-mlflow-vs-deepeval-in-2026/ Compare MLflow, DeepEval, and Ragas for agent evaluation. Learn why trace-aware scoring beats binary checks on 30M+ monthly downloads. https://aiagentsnews.top/posts/agent-evaluation-cut-the-80-time-waste/ Tue, 14 Jul 2026 00:00:00 +0000 AI Agents News Editorial https://aiagentsnews.top/posts/agent-evaluation-cut-the-80-time-waste/ Teams burn 80% of cycles on error analysis. Datadog's new tools trace every prompt to turn production data into eval sets without context switching. https://aiagentsnews.top/posts/agent-evaluation-fix-reasoning-loops-with-glassbox-traces/ Tue, 14 Jul 2026 00:00:00 +0000 AI Agents News Editorial https://aiagentsnews.top/posts/agent-evaluation-fix-reasoning-loops-with-glassbox-traces/ Move beyond static accuracy. Analyze multistep trajectories to catch critical failures where agents stall in continuous reasoning loops. https://aiagentsnews.top/posts/agent-evaluation-lessons-from-amazons-2025-builds/ Tue, 14 Jul 2026 00:00:00 +0000 AI Agents News Editorial https://aiagentsnews.top/posts/agent-evaluation-lessons-from-amazons-2025-builds/ Learn how thousands of agents built across Amazon since 2025 prove static prompts fail. Discover framework-agnostic workflows to measure real task completion. https://aiagentsnews.top/posts/agent-evaluation-score-50-metrics-for-llms/ Tue, 14 Jul 2026 00:00:00 +0000 AI Agents News Editorial https://aiagentsnews.top/posts/agent-evaluation-score-50-metrics-for-llms/ Output-only checks miss brittle logic. Use over 50 research-backed metrics to score discrete execution steps and catch planning failures early. https://aiagentsnews.top/posts/agent-evaluation-why-100-accuracy-still-fails-safety/ Tue, 14 Jul 2026 00:00:00 +0000 AI Agents News Editorial https://aiagentsnews.top/posts/agent-evaluation-why-100-accuracy-still-fails-safety/ Standard benchmarks miss critical failures. This framework uses an internal LLM evaluator to audit multiturn conversations against safety policies and accuracy. https://aiagentsnews.top/posts/evaluation-types-for-ai-agent-reliability/ Tue, 14 Jul 2026 00:00:00 +0000 AI Agents News Editorial https://aiagentsnews.top/posts/evaluation-types-for-ai-agent-reliability/ LangSmith supports four distinct evaluator types to validate agent performance. Learn how offline testing and LLM-as-judge scoring catch regressions early. https://aiagentsnews.top/posts/metrics-that-matter-stop-guessing-llm-faithfulness/ Tue, 07 Jul 2026 00:00:00 +0000 AI Agents News Editorial https://aiagentsnews.top/posts/metrics-that-matter-stop-guessing-llm-faithfulness/ Gartner predicts 50% of GenAI deployments will need observability by 2028. Learn why structured metrics beat simple scores for RAG pipelines. https://aiagentsnews.top/posts/agent-testing-needs-an-llm-evaluator-not-static-scripts/ Sat, 04 Jul 2026 00:00:00 +0000 AI Agents News Editorial https://aiagentsnews.top/posts/agent-testing-needs-an-llm-evaluator-not-static-scripts/ With 276 commits, this framework uses an LLM evaluator to test agent reasoning via multiturn dialogue instead of static string matching.