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AgentCore Evaluations: How AWS Built a Framework-Agnostic Eval Layer Using OpenT

BACKGROUND
1 SIGNALFIRST DETECTED 27 August 2026
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31 Mar
Build reliable AI agents with Amazon Bedrock AgentCore Evaluations

In this post, we introduce Amazon Bedrock AgentCore Evaluations, a fully managed service for assessing AI agent performance across the development lifecycle. We walk through how

REPORT · HOW · AWS Machine Learning BlogOPEN STORY
5 Oct
Evaluating multi-agent systems for explainability and helpfulness with Amazon Bedrock AgentCore

Multi-agent systems need deeper guarantees than fluent responses: they must select the right tools, respect constraints, and explain their decisions. Learn how to build a

REPORT · HOW · AWS Machine Learning BlogOPEN STORY
11 Apr
Building an Eval Stack for a LangGraph Agent: From LangFuse to AWS AgentCore

<p><em>How a two-week evaluation design sprint almost ended with us switching tools entirely — and what we learned from not doing that.</em></p> <p>There’s a particular kind of

REPORT · WHEN · Dev.toOPEN STORY
28 May
Evaluating Deep Agents using LangSmith on AWS

This post combines learnings from LangChain’s work on evaluating deep agents and Anthropic’s guide to demystifying evals for AI agents into a practical guide. In this post, you

REPORT · HOW · AWS Machine Learning BlogOPEN STORY
24 May
Stop Flying Blind: We Built an LLM Evaluation Framework That Works Across 17+ Agent Frameworks

<p>Let me be brutally honest with you.</p> <p>I've seen teams demo AI agents that look incredible — smooth responses, beautiful UI, stakeholders impressed. Then that same team

REPORT · HOW · Dev.toOPEN STORY
17 May
I watched AI destroy 3 weeks of work in 4 minutes. So I built something 😭

<p>I still remember the exact moment.</p> <p>It was 11pm. My team had been sprinting for 3 weeks building <br /> a new payments feature. Deadline tomorrow. I handed the final <br

REPORT · WHO · Dev.toOPEN STORY
30 Mar
How are Non-coders Using AI?

<!-- SC_OFF --><div class="md"><p>I am curious how non-coders are currently using frontier ai models and capabilities. Specifically in technical fields.</p> <p>I am a mechanical

OPINION · HOW · ArtificialInteligenceOPEN STORY
15 Apr
I Built an LLM Gateway That Learns Which Model to Use — Here's How the Routing Works

<p>How it works:</p> <p>Request arrives at an OpenAI-compatible endpoint<br /> Classifier detects task type + complexity<br /> Adaptive router picks the highest-scoring model for

REPORT · HOW · Dev.toOPEN STORY
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