本文介绍实用约束解码（结构化生成），通过有限状态机在推理时屏蔽非法token，强制LLM输出符合JSON、正则等格式。以outlines库为例，展示如何用Pydantic模型约束输出，保证语法正确、节省提示词token，并提升小模型可靠性。虽首次运行较慢，但整体高效，适合需严格格式的场景。

Slack has outlined how its AI serving infrastructure evolved through four distinct phases, moving from a self-managed Amazon SageMaker deployment to a multi-cloud architecture spanning AWS Bedrock...

OpenAI recently outlined how it adapted WebRTC for low-latency voice AI at global scale. The new architecture replaced a conventional media termination model with a relay-transceiver design better...

Cloudflare has outlined a reference architecture for scaling Model Context Protocol (MCP) deployments across the enterprise, positioning centralized governance, remote server infrastructure, and...

Outlines〰是一个用于神经文本生成的Python库，通过Transformers、AutoAWQ和AutoGPTQ库提供的开源模型实现强大的文本生成。它可以生成有效的JSON，遵循正则表达式，并提供强大的提示模板。Outlines〰旨在与其他库兼容，并且与每个自回归模型兼容。

1. Shipments of 5G-capable PCs and tablets will grow 25% in 2023 5G-capable devices accounted for 24% of overall connected PC and tablet shipments in Q3 2022 after making up just 2% a year ago....