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Best AI Observability Tools for Autonomous Agents in 2026

The shift from simple chat interfaces to autonomous agents has broken the traditional monitoring stack. Agentic systems fail in ways that look like success: incorrect but well-formed outputs, unnecessary tool…

18 minutes read
By Aryan Kargwal | 18 minutes read
Generative AI Large Language Models LLM Evals LLMOps
Arize Alyx

AI Agent Debugging: Four Lessons from Shipping Alyx to Production

Building AI systems that actually work in production is harder than it sounds. Not demo-ware, not “it worked once in a notebook.” Real systems that keep working after week two….

21 minutes read
By Laurie Voss | 21 minutes read
Agents LLM Evals

ServiceNow’s Tara Bogavelli on AgentArch: Benchmarking AI Agents for Enterprise Workflows

In our latest AI research paper reading, we hosted Tara Bogavelli, Machine Learning Engineer at ServiceNow, to discuss her team’s recent work on AgentArch, a new benchmark designed to evaluate…

3 minutes read
By Julian Reeves | 3 minutes read
LLM Evals Paper Readings Research

What Are the Top LLM Evaluation Tools?

AI agents and real-world applications of generative AI are debuting at an incredible clip this year, narrowing the time from AI research paper to industry application and propelling productivity growth…

1 minute read
By David Burch | 1 minute read
LLM Evals

Should I Use the Same LLM for My Eval as My Agent? Testing Self-Evaluation Bias

Thanks to Aparna Dhinakaran and Elizabeth Hutton for their contributions to this piece. When building and testing AI agents, one practical question that arises is whether to use the same…

9 minutes read
By Sanjana Yeddula | 9 minutes read
LLM Evals

Testing Binary vs Score Evals on the Latest Models

Thanks to Hamel Husain and Eugene Yan for reviewing this piece Evals are becoming the predominant approach for how AI engineers systematically evaluate the quality of the LLM generated outputs….

9 minutes read
By Aparna Dhinakaran | 9 minutes read
LLM Evals

AI Evals Maven Course Homework: the Recipe Bot Workflow

AI Evals for Engineers & PMs is a popular, hands‑on Maven course led by Hamel Husain and Shreya Shankar. The course’s goal is simple: “teach a systematic workflow for evaluating…

8 minutes read
By Sri Chavali | 8 minutes read
LLM Evals

How Handshake Deployed and Scaled 15+ LLM Use Cases In Under Six Months — With Evals From Day One

Handshake is the largest early-career network, specializing in connecting students and new grads with employers and career centers. It’s also an engineering powerhouse and innovator in applying AI to its…

3 minutes read
By Aparna Dhinakaran | 3 minutes read
Case Studies LLM Evals
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