01
Evidence in
Inputs
- Codebases and Git APIs
- Tickets and change records
- Specifications and design documents
- Engineering discussions
Intent infrastructure for software systems
Software records what changed. UTNIR helps establish intent.
Connect codebases, tickets, specifications, and engineering discussions. UTNIR works in the background to produce evidence-backed intent headlines for human review and certification.
What goes in. What comes out. What it unlocks.
From fragmented engineering resources to establishing epistemic truth of your system.
See the whole exchange at a glance: the evidence UTNIR receives, the knowledge it produces, and how that governed knowledge keeps working after the analysis is complete.
UTNIR Intent engine
[No data leaves your organization] 02
Knowledge out
Outputs
- Intent headlines for review
- Evidence and provenance
- Human certification
- System of record and APIs
03
Operationalize the record
How do you use outputs?
Map, guardrails & context APIs for AI agents
Give agents governed systemic intent, uncertainty, provenance, and context in a structured way instead of asking them to reconstruct understanding from raw repositories.
Team continuity and onboarding
Let engineers and new hires understand verified systemic intent without depending on perfectly maintained dynamic specifications—reducing ambiguity as systems and teams evolve.
Reverse the intent-ambiguity tax
Operationalize Polanyi’s paradox: move from “we can know more than we can tell” toward an evidence-backed UTNIR operating principle—Tell more, if you know more.
Governance and executive visibility
Give leads, managers, governors, and executives a durable view of how low-level intent propagates through systems without requiring them to reconstruct meaning from implementation details.
UTNIR stands between fragmented evidence and reusable organizational knowledge: UTNIR reasons over the evidence, the evidence stays visible, humans certify, and the resulting record remains available to people and APIs.
The product
A reviewable answer, not another AI summary.
UTNIR, as an autonomous background engine, reasons about intent for human review and keeps the resulting intent headlines, supporting evidence, uncertainty, and human decision together so the reason behind a system can be revisited later.
Request access
Bring the system where Intent is hardest to recover.
Tell us what you want to understand. We will use your submission only to respond about UTNIR and early-access fit.
Prefer email? utnirhq@gmail.com