vLLM Blog · 149 篇文章
学习专题

🧭 Semantic Router

语义路由与 Mixture-of-Models 系统。

学习路径 15 篇 建议按序阅读
1

Beyond a Single Model: Building Mixture-of-Models Systems with vLLM Semantic Router

2026-07-21·19 min read·高级

vLLM Semantic Router is expanding from intelligent routing into a system for building, evaluating, and running Mixture-of-Models.

2

Micro-Agent: Beat Frontier Models with Collaboration inside Model API

2026-06-29·10 min read·进阶

How vLLM Semantic Router turns vllm-sr/auto into a bounded micro-agent runtime for Confidence, Ratings, ReMoM, Fusion, Workflows, and benchmark-shaped collaboration.

3

Beyond One Model: Fusion in vLLM Semantic Router

2026-06-16·11 min read·进阶

How vLLM Semantic Router Fusion runs a panel of models, uses a judge to analyze agreement and gaps, and synthesizes one answer while preserving routing policy, traces, and OpenAI-compatible serving.

4

vLLM Semantic Router v0.3 Themis: From Signals to Stateful Production Routing

2026-06-05·21 min read·高级

What vLLM Semantic Router v0.3 Themis adds for production routing: canonical config, inspectable signal-decision-policy flows, safer operations, CLI/dashboard/Kubernetes alignment, and replayable routing behavior.

5

Session-Aware Agentic Routing: Continuity-Aware Model Selection for Long-Horizon LLM Agents

2026-06-02·18 min read·进阶

How Session-Aware Agentic Routing in vLLM Semantic Router preserves long-horizon agent continuity with session memory, safe model-switch boundaries, prefix-cache-aware switch pricing, and replayable traces.

6

From Text to Multimodal Routing: Hardening Vision Signals in vLLM Semantic Router

2026-05-28·11 min read·进阶

How vLLM Semantic Router hardens multimodal routing by turning visual evidence into trustworthy signals, debugging a Rust/Candle vision-encoder parity issue, and validating image signal correctness for production policy.

7

vLLM Korea Meetup 2026 Wrap-Up

2026-04-14·6 min read·进阶

What the vLLM Korea Meetup 2026 covered: community growth, vLLM V1 updates, production stack adoption, accelerator integration, vllm-playground, and real-world LLM serving.

8

vLLM Semantic Router v0.2 Athena: ClawOS, Model Refresh, and the System Brain

2026-03-10·21 min read·高级

What vLLM Semantic Router v0.2 Athena adds: refreshed multilingual and multimodal routing models, ONNX and ROCm acceleration, safety and memory signals, long-context handling, and ClawOS orchestration.

9

Building Mixture-of-Models on AMD GPUs with vLLM-SR

2026-01-23·8 min read·进阶

How vLLM Semantic Router builds a Mixture-of-Models system on AMD MI300X and MI355X GPUs, routing across specialized models with signals, decisions, safety checks, semantic caching, and live MoM deployment.

10

vLLM Semantic Router v0.1 Iris: The First Major Release

2026-01-05·8 min read·进阶

What vLLM Semantic Router v0.1 Iris introduces: signal-decision plugin architecture, model selection, safety filtering, semantic caching, hallucination detection, LoRA-based routing models, and production-ready MoM routing.

11

AMD × vLLM Semantic Router: Building the System Intelligence Together

2025-12-16·9 min read·进阶

How AMD and vLLM Semantic Router build GPU-accelerated Mixture-of-Models routing with signals, semantic caching, response storage, PII, jailbreak, and hallucination guardrails.

12

Token-Level Truth: Real-Time Hallucination Detection for Production LLMs

2025-12-14·12 min read·进阶

How HaluGate adds token-level hallucination detection to vLLM Semantic Router by verifying assistant claims against tool outputs and grounding context in real time without LLM-as-judge overhead.

13

Signal-Decision Driven Architecture: Reshaping Semantic Routing at Scale

2025-11-19·12 min read·进阶

How vLLM Semantic Router replaces fixed domain classification with signal-decision architecture, combining multi-dimensional signals, AND/OR decision logic, model selection, and plugin orchestration for production routing.

14

From Monolithic to Modular: Scaling Semantic Routing with Extensible LoRA

2025-10-27·8 min read·进阶

How vLLM Semantic Router refactors its Rust classification layer with modular model support, Qwen3-Embedding, EmbeddingGemma, LoRA-based multi-task classification, and concurrent routing execution.

15

vLLM Semantic Router: Next Phase in LLM inference

2025-09-11·4 min read·入门

How vLLM Semantic Router routes requests by intent, covering semantic classification, smart reasoning-path selection, Rust and Candle execution, and Kubernetes Envoy integration for efficient inference.