Network operations agents · Vultr

The instinct of your best NOC engineer, on every site.

Multi-agent diagnosis of every fault against your own docs — cited — then a field tech in the loop before dispatch.

6 agents · 1 human veto · reasoning on Vultr serverless inferencegrounded on your carrier's own docs — every claim cited
booting scene

live scene · follows your cursor

01The problem

A fault fires at 3am. The clock is already running.

A race against an SLA clock, run by fewer and fewer people who can read a fault by instinct.

A national carrier runs tens of thousands of cell sites. Any one can fail at 3am — a rectifier, a transport link, a power plant.

From minute zero an SLA clock is running. The alarm storm lights up dozens of nodes and hides the one site that matters.

The senior engineers who could read a fault by instinct are retiring. That instinct doesn't scale — and it doesn't answer the phone at 3am.

What if every fault got the instinct of your best engineer — grounded in your own docs, and never dispatching a crew without a human's say-so?

That is Arc: specialist agents under one Orchestrator, reasoning on Vultr and answering to a human in the field.

The site

What Arc watches: one cell-site equipment shelter.

Racks, transport links, the −48 V DC power plant, the patch panel — down to the operator's phone. Every node feeds the live signal stream, and when a single rectifier drifts the whole site is on the clock.

rackstransport−48 V DC plantpatch panel
A telecom site equipment shelter: server racks linked by overhead cable trays to a network switch, a patch panel, an operator phone and a workstation.
02The agent team

One Orchestrator. Six agents. One human veto.

Typed state routed to the right specialist at each step — with a human field-validation loop before anything moves.
Watchdogdetects site faultsfault_detectedLANGGRAPH · VULTROrchestratorroutes typed stateCorrelationtopology + alarmsRoot-Causegrounded diagnosisResponder-Matchingpicks ONE techValidationhuman field loopRemediationcited fix procedureCost / Inventory / Dispatchcost · part · crew

Correlationfuses the alarm storm with the network topology to isolate the one site that matters — and its equipment class.

03The matching process

One fault, one responder — scored, not broadcast.

Arc scores every field technician on competence, seniority fit and zone, then pages only the single best responder.
familyenergy
equipment classrectifier
alarm codePWR-RECT-FAIL
regionIDF-North
difficulty: complex → senior

score = 0.5·competence + 0.5·difficulty-fit, in-zone preferred.

scanning
A. Rossi chosen
E-107 · Senior energy specialist
IDF-North
competence1.00
senior-fit0.98
power, rectifier · in-zonescore 0.99
L. Bianchi
E-142 · Junior field tech
IDF-North
competence0.60
senior-fit0.32
competent · but junior for a complex faultscore 0.46
M. Conti
E-088 · Senior energy specialist
IDF-South
competence1.00
senior-fit0.98
great fit · but out-of-zonescore 0.99
S. Ferrari
E-210 · Transport / fibre tech
IDF-North
gated · wrong family
AR

A. Rossi

Senior energy specialist

seniorcompetence 1.00in-zone
1 push · phone (iOS)
broadcast to every on-call tech

Only the best-fit responder is paged — not a broadcast.

A. RossiCompetence 1.00 (power, rectifier), senior level fits a complex fault, and in the site's zone → the one notified.

04The pipeline

From a live fault to a cited action report.

Detect, diagnose with citations, match a responder, a human's on-site verdict, then remediation and a cited report. Refusal pivots — it never stalls.
CONFIRMEDREFUSED · re-diagnose01 · DETECTFaultPAR-021-NORD02Correlatetopology + alarms03Root-Causegrounded · cited04Match responderone tech · scoredHUMANField validationpush → on-site verdict05Remediatefix procedure · cited06Cost / Inv / Dispatchcost · part · crewREPORTCited reportclickable sources
confirmed → remediate refused → pivot & re-diagnose human field veto
05Live control room

The live event log, the network topology, and the agent's reasoning — from the first anomaly at PAR-021-NORD to the confirmed dispatch, on one screen.

network map
PAR-018PAR-021-NORDPAR-024PAR-030PAR-033
live event streamstreaming
00:00Watchdoganomaly · PAR-021-NORD
00:14Correlation42 alarms → 1 site
00:47Root-Causerectifier module · cited
01:05Responder-Matching1 tech · senior · in-zone
01:10Validationpush sent → technician
02:38FieldCONFIRMED on-site
02:55Dispatchcrew + PN-RECT-48-2000

See it in action

Watch Arc run — from alarm to cited dispatch.

One incident, a few minutes: detection, grounded diagnosis, the field veto, then remediation and a cited action report.

06Human in the loop

The agent proposes. The field decides.

No crew moves on a hunch — every diagnosis is validated against reality by the person at the cabinet.

The moment Root-Cause lands a hypothesis, a push hits the on-call technician's phone. They test it on-site: confirm, and the pipeline advances; refuse — with a counter-measurement — and the agent pivots and re-diagnoses. The human always holds the veto.

push → phoneon-site testconfirm / refusecounter-measurementpivot
HUMAN VETOField loop01Diagnoseroot-cause02Push→ phone03Field testtechnician04Verdictconfirm / refuse05Pivotre-diagnose
07Grounded & cited

Every cause cites your own docs — down to the page.

Each claim is tethered to a specific page of the carrier's own library — and those exact sources ship, clickable, in the final report.

Rectifier module PN-RECT-48-2000 is the fault origin

Site draws from the −48 V DC power plant on feed B

Swap procedure requires an isolation step first

Rectifier Maintenance Manual

cited · p. 42

PAR-021-NORD site dossier

cited · p. 7

Field Repair Procedure R-118

cited · § 3.2

08By the numbers

Grounded, validated, fast.

One demo incident, end to end: PAR-021-NORD, an energy / rectifier fault, part PN-RECT-48-2000.

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specialist agents

under one Orchestrator

0

human veto

field-validated

0%

cited claims

grounded on your docs

<0 min

to first action

detect → dispatch

Arc · network operations

Not retrieve-then-answer. A real agent — grounded, telecom-native, on Vultr.

Arc

Arc · live event stream · site PAR-021-NORD