Lesson 464 of 1596
Provider Routing: Switch Models Without Rewriting the App
Build a small model router that can send easy, private, or expensive tasks to the right model family.
Creators · Agentic AI · ~13 min read
What the local Hermes build teaches
This build lab focuses on the provider router that lets Hermes-style systems choose models by job instead of by brand loyalty. The goal is not to copy a private machine setup. The goal is to learn the architecture pattern well enough to build a small, classroom-safe version.
The app calls one router interface; the router decides whether to use local Hermes, a hosted open model, or a frontier API based on privacy, difficulty, latency, and budget.
Compare the options
| Hermes pattern | Student build | Risk to handle |
|---|---|---|
| Name the boundary | a routing table with task labels, preferred providers, fallback providers, and escalation rules | hard-coding one model everywhere and discovering too late that privacy, cost, or quality needs changed |
| Keep the interface small | Start with one happy path and one failure path | Avoid a demo that only works when everything is perfect |
| Make the system observable | Log decisions, status, and errors in plain language | Do not log private data or secrets |
Build the small version
- 1Draw or write a routing table with task labels, preferred providers, fallback providers, and escalation rules.
- 2Mark which parts are user-facing, which parts are internal, and which parts require approval.
- 3Choose one low-risk workflow and implement only that workflow first.
- 4Add one failure case before adding a second feature.
- 5Write a short operator note: what the agent may do, what it must ask about, and what it must never do.
A classroom-safe skeleton inspired by the local Hermes architecture scan.
route(request): if request.contains_private_data: return local_hermes if request.needs_long_reasoning: return frontier_reasoning_model if request.is_batch_or_low_stakes: return cheap_open_model return default_chat_modelKey terms in this lesson
The big idea: router is not decoration. It is part of the product architecture students need before an agent becomes safe enough to use with real people.
End-of-lesson quiz
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