Track A
Route
In progressHow do we compose many models and providers behind one reliable interface?
This page describes our research agenda. Status labels show what is planned, in progress or complete.
Why it matters
Organizations need one reliable interface over many models and providers, with privacy and jurisdiction as first-class rules.
AI-Pass is the infrastructure layer the other tracks plug into.
Directions
- 1.Routing as a learned policy over predicted quality, cost, latency, data sensitivity and jurisdiction.
- 2.Provider heterogeneity: schema drift, failure modes and silent model updates.
- 3.Sovereignty constraints as first-class routing rules with verifiable enforcement.
- 4.Measured modularity: cost of adding a provider and overhead versus direct calls.
Routing decision
ConceptualA request enters constraints and a policy engine, then provider options leave.
Request
Task in, with data-sensitivity class.
Constraints
- Privacy
- Jurisdiction
- Cost
- Latency
Policy engine
Learned routing policy over predicted quality and constraints.
Providers
Eligible models and runtimes after policy.
The diagram is also listed as a table below.
View as table
| Step | Detail |
|---|---|
| Request | Task in, with data-sensitivity class. |
| Constraints | Privacy, Jurisdiction, Cost, Latency |
| Policy engine | Learned routing policy over predicted quality and constraints. |
| Providers | Eligible models and runtimes after policy. |
Planned metrics
Metric names from the research agenda. Values stay Pending until results.json has a row.
Routing regret
Pending
Cost per request
Pending
Latency overhead
Pending
Policy-violation rate
Pending
Time to onboard a provider
Pending
The diagram is also listed as a table below.
View as table
| Metric | Value |
|---|---|
| Routing regret | Pending |
| Cost per request | Pending |
| Latency overhead | Pending |
| Policy-violation rate | Pending |
| Time to onboard a provider | Pending |
Connects to
Work with HOPN Lab
Researchers can apply through EHOPn. The lab agenda is public. Results stay Pending until measurements exist.