The invisible architecture behind great chat apps

Nebius Token Factory provides a comprehensive architecture for managing the complex infrastructure needed to support large-scale conversational AI platforms, focusing on optimizing latency, cost, and quality. The guide details how the architecture, designed specifically for chat traffic, integrates model shaping, inference system design, and workload-specific engineering to handle the unpredictable and emotional nature of chat interactions. By emphasizing the importance of quantization, sampler correctness, cache efficiency, and speculative decoding, the system ensures consistent user engagement and economic efficiency. With a focus on compliance and security, Token Factory allows teams to operate chat models without compromising governance standards, offering zero-retention inference and regional data isolation. By applying lessons learned from a proof of concept with a major conversational AI platform, Nebius Token Factory enables organizations to deploy chat systems that are stable, predictable, and aligned with real user behavior, without the need for extensive in-house R&D teams.

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