Independent products, shared engineering discipline
Independent products. One engineering system.
UAIS products are built independently of one another; what holds them together isn't code, it's shared contracts and a common engineering discipline. We call that discipline Agentic Software Engineering — an engineering category where AI agents take part in software production through contracts, approval, and independent verification.
Code isn't shared. Rules are.
Every project lives in its own repository, with its own stack, in its own production environment — none of them imports code from another.
What holds them together is defined message channels and written, shared rules. Nothing else.
Every request passes through a gate.
Projects never call each other directly. Every message goes through a central architectural filter, checked for duplication, contradiction, and loops.
Every decision — approval and rejection alike — lands in a ledger.
The writer and the reviewer are never the same.
The agent session that writes the code and the session that inspects it are kept apart. The reviewer never fixes the problem itself — it sends the work back with a precise brief.
The checklist is concrete: did the tests actually run, did mock data leak toward production, was the screen added to the menu.
Mistakes made impossible at the permission level.
Rules live in what the system permits, not in human memory: every agent runs with credentials scoped to its own domain and nothing more.
That lesson was learned the expensive way — when a deployment tool running with broad permissions caused an irreversible loss of data.
How it works
Each project builds independently in its own agent session.
Every cross-project request goes to the central gate; approved ones are forwarded, and every decision is logged.
Every change passes a separate review session and a fixed quality checklist.
Before any new code is written, the ecosystem is searched first — rebuilding what already exists is forbidden.
Six layers, one discipline.
UAIS isn't a single application; it's a set of independent products and capabilities built on one shared engineering system. The six layers below show how these products come together.
Experience
Domain products
Engineering foundation
Agentic production
LUN
Atom Factory — the sealed knowledge factory.
Learn moreOrchestration and judging
An independent judge verifies each produced candidate and seals it only when the evidence is complete.
Agentic network
Aimux
A cross-repository orchestration layer that lets agents in different repos communicate under a shared platform constitution and manage multi-agent scenarios.
Governance & platform
Identity & tenancy
The single authority for accounts, permissions, and multi-tenant identity.
Contracts
Language-neutral, versioned schema artifacts — no code, only frozen contracts.
Message backbone
Every cross-product request travels through one defined, audited channel.
Approval gates
Critical actions pass through a defined approval step that opens to human sign-off.
Decision ledger
Approval, rejection, and budget decisions are recorded in a way that can't be rewritten.
Observability
What the system did and why stays open to review after the fact.
Secrets management
Credentials and keys are managed from a single, audited point.
Deployment
Versioning and release run through one central platform.
Products don't depend directly on each other's application code. They integrate through shared contracts and versioned platform services; reusable foundation components are managed centrally.
