Overview
UTNIR is intent infrastructure for software systems. It connects technical and organizational evidence, produces a reviewable hypothesis of software intent, and preserves certified understanding as a durable record.
The product is intentionally designed so that an AI-generated hypothesis is not automatically treated as organizational truth. Human review and certification remain explicit.
Inputs
UTNIR is designed to work with evidence your engineering organization already produces, including:
- Git APIs and codebases.
- Issue trackers, tickets, change requests, and work items.
- Specifications, architecture documents, and design records.
- Engineering discussions and other organization-approved context sources.
Organizations control which sources are connected and which evidence is available for review.
Outputs
Product outputs are intended to make software understanding reviewable and reusable. Depending on configuration and evidence quality, records can include a hypothesized intent statement, before/after behavioral description, linked evidence, uncertainty, human review state, and durable identifiers for downstream integration.
Human review
UTNIR separates hypothesis from certification. Reviewers can evaluate the presented evidence and determine whether a proposed intent should be accepted, revised, or rejected according to the organization’s governance process.
Integrations
Integration coverage is deployment-specific. The commercial evaluation process identifies the repositories, ticket systems, specification sources, and communication systems relevant to a prospective deployment. Organization-specific dependencies can be represented through governed extensions without rewriting canonical language semantics.
APIs
The product direction includes APIs for retrieving governed intent records and their associated review state. Exact API contracts are provided as part of an applicable product release or evaluation and are not documented as generally available until they are stable.