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Recent items include:

  • Your AI Agent Shipped an Answer. But Did It Earn the Right To?
  • Planner, Generator, Evaluator: Agentic AI Architecture
  • AI Agent Evaluation: What Most Teams Miss [2026]

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dzone.com /1 month ago

Your AI Agent Shipped an Answer. But Did It Earn the Right To?

There was a time when evaluating an AI system meant running a test set, computing an accuracy score, and calling it done. That was good enough when models answered questions in iso...

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testmuai.com /1 week ago

Planner, Generator, Evaluator: Agentic AI Architecture

Agentic AI architecture splits planner, generator, and evaluator roles. Why a generator cannot grade its own output, and how to wire an independent evaluator.

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testmuai.com /1 month ago

AI Agent Evaluation: What Most Teams Miss [2026]

AI agent evaluation covers the frameworks, metrics, and benchmarks teams use to measure task completion, tool accuracy, and safety adherence before production.

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testmuai.com /1 month ago

9 Best AI Agent Evaluation Tools for 2026

Compare the 9 best AI agent evaluation tools and platforms for 2026, from open-source frameworks to autonomous agent testing, with features and the right fit.

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testmuai.com /1 month ago

AI Agent Evaluation: A Framework That Goes Beyond Pass/Fail

AI agent evaluation needs more than pass/fail. Learn the four dimensions, task success, conversation quality, safety, and resilience, that decide readiness.

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testmuai.com /1 week ago

What Are AI Evals? How They Work and How to Run One

AI evals score AI outputs against a fixed dataset instead of asserting pass or fail. Learn the four parts of an eval, the main types, and how to gate a release.

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digitalthoughtdisruption.com /1 month ago

How to Build an Evaluation Harness for AI Agents Before Production

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testmuai.com /4 days ago

Build Trustworthy AI Agents Powered by Evals [Testμ 2026]

Rushabh Mehta of Meta on agent evals: idempotency keys, checkpointing, memory TTLs, the three grader types, and why GAIA 2 shows temporal awareness still fails.

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testmuai.com /1 week ago

How to Evaluate a Tool That Claims to Be Agent-Native

Agent-native is a claim, not a feature. Seven checks you can run during a trial to test whether a vendor's tool works with no human at the screen.

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testmuai.com /1 month ago

The Practical Guide to LLM-as-a-Judge for AI Agent Evaluation

LLM-as-a-judge scores individual outputs well but can't evaluate a full AI agent conversation. Learn the techniques, code, and biases that make judges reliable.

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testmuai.com /5 days ago

Evaluating Agents Against What They Are Actually Supposed to Do [Testμ 2026]

Francesca Lazzeri of Microsoft on why generic agent metrics miss real failures, and the four-layer evaluation loop built on ASSERT, an open-source framework.

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venturebeat.com /1 month ago

The agent evaluation gap: Enterprise AI organizations have a reality-alignment problem, not a coverage problem — and mos...

Across 157 enterprises, organizations are granting AI agents more autonomy while trusting the evaluations meant to gate that autonomy less. Half have already shipped an agent that...

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medium.com /1 week ago

Evals: How You Measure an LLM That Won’t Give the Same Answer Twice

An eval is a systematic measurement of an AI system’s behavior. Not a test that passes or fails, a measurement that returns a number with…Continue reading on Data Science Collectiv...

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ministryoftesting.com /1 month ago

Every AI evaluator is a tester at heart

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martechseries.com /2 weeks ago

3CLogic Releases AI Agent Evaluator to Automate QA and Scoring of Voice AI Agents

New capability scores 100% of AI interactions with plain-language reasoning, enabling accountability and rich insights into Voice AI engagements and performance. 3CLogic announced...

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dev.to /1 month ago

Run and Compare AI Evaluations with a CLI for Developers and Coding Agents

TL;DR: This walkthrough shows how developers and coding agents can use Quantiles, an open-source AI evaluation platform licensed under Apache 2.0, to quickly run, analyze, and comp...

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towardsdatascience.com /1 month ago

Your AI Agent Passed Every Eval. Finance Still Killed It.

An AI agent passed every metric in the eval harness I published, then the CFO killed it — its successful resolutions cost more than the humans it replaced. The one metric that pred...

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ascii.jp /1 week ago

AI時代の評価、「この点数を信じてください」から「物差しを変えても結論は変わらないか」へ--GD数理研、「評価OS」をGitHubで公...

AI時代の評価、「この点数を信じてください」から「物差しを変えても結論は変わらないか」へ--GD数理研、「評価OS」をGitHubで公開

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medium.com /1 month ago

Your AI Benchmark Is Lying to You

The score everyone quotes to prove an agent is smart is the number you should trust the least. A field note from the 2026 evaluation…Continue reading on Medium »

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nngroup.com /3 weeks ago

One AI Output Is an Example, Not an Evaluation

One output cannot establish how well an AI system performs. Evaluate with multiple representative inputs, repeated runs, and confidence intervals.

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testmuai.com /1 month ago

How to Test a Vertex AI Agent Builder Agent

Vertex AI's Gen AI evaluation service scores final response and trajectory against your references, not real-user traffic. Here's how to test one at scale.

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venturebeat.com /1 month ago

Evals are the new PRD, Expedia’s AI chief tells VB Transform 2026

“The new PRD are the evals,” Xavi Amatriain, Expedia Group’s first chief AI and data officer, told the VB Transform 2026 audience last week in Menlo Park. “So basically, you encode...

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clintonspac.medium.com /1 month ago

The AI That Knows It’s Being Tested

What happens once evaluation becomes just another prompt to gameContinue reading on Medium »

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testmuai.com /1 month ago

LLM Evaluation: Metrics, Methods & Tools That Matter in 2026

A practical guide to LLM evaluation: which metrics matter, how the methods compare, how to build an eval set, and how to gate releases on evals inside CI.

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