Authored By

Till Poppels

NLP Specialist
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How Cresta Scales Data Annotation With a Human-Supervised Multi-Agent System (MAS)

How do you scale high-quality data annotation without sacrificing rigor? In this post, we explore our multi-agent approach—combining multiple LLM annotators, structured deliberation, and human oversight—to replicate the discipline of expert human workflows at enterprise scale.

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Engineering
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Evaluating AI Voices – What Does It Mean to Sound “Good”?

"Your AI Agent doesn't sound good"—this critique is perhaps the deepest dread for anyone building a voice agent.

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Engineering
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This author has no guides
No items found.

How Cresta Scales Data Annotation With a Human-Supervised Multi-Agent System (MAS)

How do you scale high-quality data annotation without sacrificing rigor? In this post, we explore our multi-agent approach—combining multiple LLM annotators, structured deliberation, and human oversight—to replicate the discipline of expert human workflows at enterprise scale.

Learn more
Engineering
All
No items found.

Evaluating AI Voices – What Does It Mean to Sound “Good”?

"Your AI Agent doesn't sound good"—this critique is perhaps the deepest dread for anyone building a voice agent.

Learn more
Engineering
All
This author has no guides