# Letter from the CEO: Handshake acquires Cleanlab

Cleanlab has been acquired by Handshake AI.

Curtis Northcutt

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# Real-Time Error Detection for LLM Structured Outputs: A Comprehensive Benchmark

Tools to automatically detect errors in Structured Outputs or Extracted Data produced by any LLM.

Hui Wen Goh & Jonas Mueller

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# Automated Hallucination Correction for AI Agents: A Case Study on Tau²-Bench

Evaluating autonomous failure prevention for AI agents on the leading customer service AI benchmark.

Tianyi Huang & Jonas Mueller

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# Expert Guidance: Teaching Your AI How to Behave

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# The Emerging Reliability Layer in the Modern AI Agent Stack

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# Expert Answers: The Easiest Way to Improve Your AI Agent

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# LLM Structured Output Benchmarks are Riddled with Mistakes

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# Managing AI Agents in Production: The Role of People

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# AI Agent Safety: Managing Unpredictability at Scale

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# Benchmarking real-time trust scoring across five AI Agent architectures

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# Prevent Hallucinated Responses from any AI Agent

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# Learn about Data-Centric AI