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Monty Engineering Deep Dive

Source
mercor.com
Author
Mercor research blog
Date
Why it matters

Shows how to keep voice- sessions reliable at roughly 10,000 daily conversations: pre-warmed containers start sessions in under 200ms, each pipeline stage has automatic failover, and prompt changes roll out gradually.

Terms in this piece · Glossary
  • LLM — A large language model — the neural network behind tools like Claude and ChatGPT, trained on huge amounts of text to predict what comes next.
  • AI agent — An AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.
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