Clarification that carries state
Return a structured question. Accept the user’s choice without losing the rest of the request.
Entity resolution for applications and AI agents
From a name
to the right entity.
A name is only the beginning. SuperER connects references to your catalog, keeps track of corrections, and asks when the next action needs a clearer answer.
Python library · v0.10
Explore entity resolution
One name. Different decisions.
Change the task. See what needs to be resolved.
The request
“Notify Alex.”
Directory candidates2 records
Loading the recorded example…
The decisionClarification needed
Which Alex should be notified?
Both names match. Sending a notification requires one specific person.
notify_person
Requires a person ID and email.
No tool parameters proposed.Evidence: “Alex” matches two directory aliases.
Why resolution gets complicated
The words change.
The reference has to hold.
Finding a name in a sentence is extraction. Connecting it to the right record is entity resolution. A conversation adds another challenge: knowing which parts of the previous request still apply.
Understand the conceptsA request
“Send it to Alex.”
Which person does the name refer to?A correction
“Actually, Alex Rivera.”
Replace the identity; preserve unrelated constraints.A change of scope
“Route it to their team instead.”
The tool now needs a team, rather than a person.Inside the library
Ground the meaning.
Carry the evidence.
01
Interpret
Find mentions, roles, constraints, and requested changes.
02
Resolve
Retrieve catalog candidates and select supported identities.
03
Reconcile
Apply updates with provenance and explicit uncertainty.
04
Bind
Validate the parameters required by the next tool.
Deterministic rules, retrieval, and optional model adapters share typed evidence. Your application authorizes and executes actions.
Memory with boundaries
Track scope, validity, and provenance. Invalidate dependent decisions when their evidence changes.
Recovery with limits
Retain independently valid fields. Block contracts that depend on unresolved information.
Build with the concepts