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Routing

Sending each request to the right model — semantic routing, mixture-of-models, and cost-aware cascades.

llmroutingcost optimization

LiteLLM Router Setup: Fallback, Cost Routing & Model Pools

A step-by-step walkthrough of LiteLLM's Router class — defining model pools, configuring multi-provider fallbacks, enabling cost-based routing, and adding task-specific pools for math, code, and creative tasks.

SYShubham Yadav
12 min read
llmroutingcost optimization

LLM Routing: What It Is and How to Cut Costs With It

Does this request actually need your most expensive model? Semantic routing answers that question automatically — before the expensive model ever sees it.

SYShubham Yadav
10 min read
llmroutingproduction

Prefill Activation Routing: Predicting Model Failure Early

Most routing systems decide before the model does any work. Activation routing flips that — it reads what happens inside the model during prefill and uses those signals to decide whether to escalate.

SYShubham Yadav
10 min read
llmroutingcost optimization

RouteLLM vs vLLM Semantic Router: Which Should You Use?

RouteLLM, semantic-router, and vLLM each solve a different layer of the routing problem. Here's what each tool actually does, where they overlap, and how to choose.

SYShubham Yadav
11 min read
llmroutingproduction

Signal-Driven Routing for Mixture-of-Models in Production

Most LLM routers make one decision and commit. Signal-driven MoE routing makes continuous routing decisions across a request's full lifecycle — before generation, during generation, after generation — driven by signals from the query, the output, the system, and history.

SYShubham Yadav
13 min read
routingllmreasoning

When to Use Reasoning Models vs Standard LLMs

What the research on automatic routing between standard and reasoning models found — which task types justify the cost premium, what the accuracy tradeoff looks like, and how to automate the decision.

SYShubham Yadav
10 min read