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Platform · AgentNexus

AgentNexus

Agents that work across every site you run — gigafactories and storage fleets, factories and test stands, fabs and their suppliers, robot fleets and shipyards. They compare sites, plan maintenance and draft work orders and quality records within half a second, learn from production, and never move equipment.

sealed agentsmulti-siteCNCF-conformantmicroservicesdual-useAMD · NVIDIA
Illustration of the AgentNexus fleet HMI: site findings, cross-site patterns, agents, model routing, a proposed maintenance plan and a skill adapter rollout
AgentNexus fleet HMIFleet operations · illustration · click to enlarge
0.5s
response budget · target
48
servers in one 42U rack
12
shelves, each its own failure zone
0
equipment it controls
01 — Fleet HMI

The fleet, on one screen.

Findings from every AgentMesh pod, cross-site patterns, the agents at work, how requests are routed, the plans waiting for sign-off and the skill adapters being trialled.

Illustration: AgentNexus fleet operations · findings, agents, routing, plans and adapter rollout
AgentNexus fleet operations · findings, agents, routing, plans and adapter rollout · illustration · targets, not measured · click to enlarge
02 — Deep-tech fleets

One rack for every site you run.

Deep-tech companies run more than one site: a factory and a test stand, a fab and its suppliers, gigafactory lines and a storage fleet, robot lines and the robots they ship. AgentNexus is where their agents work across all of them — drafting records and work orders in English or Spanish.

/battery

Gigafactories and storage fleets

Findings from every cell and module line, and thermal and off-gas findings from mostly unstaffed storage sites, in one view. Agents assemble the quality, inspection and incident records reviewers and insurers ask for.

line + fleetquality recordsincident records
/build-test

Factories and test stands

A test-stand anomaly is traced back to the production lot that built the part. Agents draft non-conformance reports and quality records for your engineers to sign.

test → productionNCR draftsquality records
/fab

Fabs and supplier plants

Utilities findings from the fab and from its gas, chemical and parts-cleaning suppliers in one place, so a failing pump at a supplier is caught before it reaches the fab.

supplier networkutilitiesIP stays on site
/robotics

Robot and autonomous fleets

Robot cells across every line and site, and the robots, drones and vessels you ship: joint and motor health compared across the fleet, with fielded systems syncing findings when they reconnect.

fleet healthsync on reconnectDeepVision
/dual-use

Dual-use programs

The same platform for commercial and defense work, including new shipyards and autonomous-vessel yards. AgentNexus runs in your own enclave, on Unovie's custom-built hardware accelerators, engineered for agentic performance, low latency and high availability, so program data stays inside the boundary you already accredit.

shipyardsyour enclavedual-use
/energy

New energy sites

Construction progress, balance-of-plant condition reports and work orders across new power and advanced nuclear sites — always advisory, never on safety systems.

condition reportsadvisorywork orders
03 — How it works

One rack for a fleet of sites.

AgentMesh keeps the fast loop at each line and site. AgentNexus works at business speed across all of them — and never moves equipment.

SITES · AGENTMESH PODSAGENTNEXUS · ONE RACK · YOUR ENCLAVEBUSINESSCell Line 2battery · fast local loopFab Bay 3chip fab · fast local loopTest Stand 2space · fast local loopYard 1shipyard · fast local loopStorage fleet14 sites · fast local loop… and every other site, over encrypted links12 SHELVES × 4 · 42UAGENTS · SEALED SANDBOXESmost asleep · any agent wakes in < 0.5 s (target)Model Routerpicks the model and skill adapterReasoning Modelcompares sites, drafts records and plansVector Memorycross-site patterns and historyKilntrains skill adapters · tested before releaseMESH ARBITER · DATA COPIED ACROSS SHELVESMES · QMSquality records · NCRsWork ordersSAP · Maximo · planningPeopleengineers · operatorsNever movesequipment — advisory onlySECURE BY DESIGN · CNCF-CONFORMANT · MICROSERVICES NATIVE · RUNS AIR-GAPPED IN YOUR ENCLAVE
01

Event

An AgentMesh pod sends what it found, over an encrypted link.

AgentMesh → AgentNexus
02

Wake

The right agent wakes in its sealed sandbox on any free server.

Unovie Agent Runtime
03

Reason

The Unovie Model Router picks the model and skill adapter; the agent compares sites and history.

Model Router · Reasoning Model
04

Act

Work orders, quality records and reports go to MES, QMS, SAP or Maximo, and to your people.

Business systems
04 — Inside the rack

Four layers, one system.

Illustration of the AgentNexus reference rack: a 42U cabinet with two 10GbE switches, twelve 3U trays of four AMD Ryzen AI Max+ 395 nodes, one tray pulled out, and dual PDUs
Reference rack · 42U · 12 trays × 4 AMD Ryzen AI Max+ 395 · illustration
Layer 1Agents

The Unovie Agent Runtime gives every agent a sealed sandbox. Idle agents sleep and wake on demand, network access is allow-listed, and passwords never reach the agent.

sandboxedsleep · wakeallow-listed
Layer 2Models

The Unovie Model Router and Decision Models pick the model and skill adapter for every request. The Unovie Reasoning Model answers; Vector Memory powers search.

Model Routerskill adaptersopen weights
Layer 3Learning

The Kiln turns production outcomes into new skill adapters — tested and trialled before they go live.

Kilntestedreversible
Layer 4Platform

Twelve shelves of four servers run as one system. Data is copied across shelves; the Mesh Arbiter moves work when something stops.

12 shelvescopied dataMesh Arbiter
05 — Gets better from production

Nothing goes live unless it's better.

Kilnbase model unchangedone-step rollback1 · Learnoutcomes become data2 · Trainnew skill adapter3 · Testbeat it on unseen cases4 · Trialslice of live traffic5 · Switch onfleet-wide, rollback ready
Learn. Agents and operators report outcomes; the router records what was asked and what worked.
Train. The Kiln trains a small skill adapter for one job on the rack — the base model stays the same.
Test. The new adapter must beat the current one on cases it has never seen.
Trial, then switch on. It quietly answers a slice of live traffic first; only then is it switched on everywhere, with a one-step rollback.
06 — Runs on

AMD or NVIDIA. Custom-built for agentic performance, low latency and high availability.

07 — By design

Sized for a fleet

~860
agents awake at once · estimate
1000s
agents in total, mostly asleep
4 of 12
shelves can fail without losing saved agents
0.5s
response budget · target

Estimates from measurements on single servers; we replace them with measured numbers after our bench tests.

08 — Secure by design

Born with compliance in mind.

Designed against NIST SP 800-53 controls and the NIST AI Risk Management Framework from the first line of code — evidence for your assessors, not a certificate from us.

/sandbox

Least privilege for every agent

Each agent runs in a sealed sandbox with allow-listed network access, and credentials never reach the agent — access control and identification as SP 800-53 describes them.

AC · IAsealed sandboxesallow-listed
/audit

Every action on the record

Agent actions, model routing decisions and drafted records are written to the signed Evidence Log, for audit and non-repudiation.

AUsignedexportable
/change

Change control for AI

New skill adapters are trained, tested on unseen cases, trialled and switched on only if better — with one-step rollback. That is AI RMF Measure and Manage, and SP 800-53 change control.

CM · SIAI RMFrollback
/enclave

Inside your enclave

AgentNexus runs on Unovie's custom-built hardware accelerators, engineered for agentic performance, low latency and high availability, inside the boundary you already accredit — the natural home for CUI and export-controlled programs under SP 800-171 and CMMC.

your enclave800-171 · CMMCdual-use
09 — Cloud-native by design

CNCF-conformant. Microservices native.

AgentNexus is a cloud-native platform on open standards, inside your own enclave.

/cncf

CNCF-conformant cluster

The 48 servers run as one CNCF Certified Kubernetes cluster, with CNCF graduated and incubating projects for service networking, replicated storage and observability.

Certified KubernetesCNCF projectsone cluster
/microservices

Microservices native

The Agent Runtime, Model Router, Decision Models, Reasoning Model, Vector Memory and Kiln are separate services with typed contracts — each scales, updates and rolls back on its own, across twelve failure zones.

independent servicestyped contracts12 failure zones
/agents

Agents as sandboxed workloads

Every agent is a sealed, sandboxed workload that sleeps when idle and wakes on any free server — thousands of agents on one rack, scheduled like any other cloud-native workload.

sandboxedsleep · wakescheduled
/ops

Runs like the rest of your estate

Declarative manifests, pinned images, rolling updates and standard observability — operated by your platform team, or by us as a service.

declarativerolling updatesobservability
Starts with AgentMesh

The fleet view is only as good as what each line sees.

AgentMesh puts AI on the signals at every line, with safety decisions left to your control systems. AgentNexus brings the fleet together.

Explore AgentMesh →
Let's build

Run agents across every site.

Turnkey Edge-AI — fixed time, fixed cost, full responsibility.