IoT & Connected Devicesapibatchapp

Device fleet anomaly triage

Telemetry anomalies from thousands of devices are clustered, root-cause candidates listed, one incident reaches the right team.

IoT & Connected Devices

Device fleet anomaly triage

SUPERVISORAGENTSSYSTEMSFleet Health Supervisorplan · route · approveSignal Agentaginies-small-oss-32bon-premDiagnosis Agentaginies-large-c5Operations Agentaginies-medium-oss-120bon-premIoT Platform(MQTT / DigitalTime-series DBKnown Issues(vector)ITSM / IncidentSlack
run #41,286,604elapsed 0 mstokens 0cost $0.000status —Approval rule: Bulk device command > 100 devices → fleet operations lead approval
Agents in this run
Fleet Health Supervisorsupervisorplans, routes, approves
Signal Agentaginies-small-oss-32b · on-premNormalises and clusters telemetry
Diagnosis Agentaginies-large-c5Evaluates root cause with firmware, location and event history
Operations Agentaginies-medium-oss-120b · on-premOpens the incident, prepares commands, informs the team
Audit trail00:00.00
  1. ■completed 

Simulation · derived from real agent definitions · every agent can be built by dialogue with the Autonomous Agent and validated with a test corpus
Trigger

Anomaly alarm or threshold-breach event from the IoT platform

Outcome

One incident record, affected device list and recommended action; critical commands approved

Agents

SUPERVISOR

Fleet Health Supervisor

Decomposes the objective, delegates to agents, manages approval points, merges the result.

aginies-small-oss-32b · on-prem

Signal Agent

Normalises and clusters telemetry

get_telemetrycluster_anomaliesget_device_metadata
aginies-large-c5

Diagnosis Agent

Evaluates root cause with firmware, location and event history

get_firmware_historysearch_known_issuescorrelate_events
aginies-medium-oss-120b · on-prem

Operations Agent

Opens the incident, prepares commands, informs the team

create_incidentprepare_device_commandsend_slack

Steps

#KindAgentWhat happensSystemmstok
01 ingest Fleet Health Supervisor Alarm: temperature deviation from 312 devices in 20 minutes, region: Marmara warehouses — 200 —
02 tool Signal Agent Last 6 hours of telemetry pulled; 312 devices split into 3 clusters, largest 284 Time-series DB 520 —
03 reason Signal Agent Main cluster: same sensor model, same firmware 4.2.1, same gateway group — 640 700
04 tool Diagnosis Agent Firmware history: 4.2.1 rolled out yesterday 02:00; no deviation on the previous version IoT Platform (MQTT / Digital Twin) 440 —
05 retrieve Diagnosis Agent Known issues: 4.2.1 calibration offset bug (KI-0788), workaround: rollback Known Issues (vector) 480 520
06 verify Diagnosis Agent Root-cause confidence 0.91: firmware offset; physical cooling failure ruled out — 560 480
07 write Operations Agent Incident INC-40917 opened, priority P2, 284 devices attached, root-cause note added ITSM / Incident 480 —
08 approval Fleet Health Supervisor Bulk rollback command > 100 devices → fleet operations lead approved — 2,600 —
09 notify Operations Agent Team summary: cluster, root cause, approved rollback plan and monitoring window Slack 240 —
Related agents
IoT & Connected DevicesHITL

Staged OTA update rollout

Firmware rolls out in 1% → 10% → 100% stages; a health gate at every stage, human approval for critical fleets.

320 runs / month 98.1% success 4 agents
IoT & Connected DevicesHITL

Cold-chain excursion response

A temperature excursion is assessed instantly, product risk computed, a field crew dispatched, the quality decision recorded.

2,700 runs / month 97.4% success 4 agents

Time to move from experimenting with AI to transforming with it.

In a 30-minute discovery session we take your 2–3 priority business problems, show a live demo of a similar scenario, and draft a roadmap that starts with the Value layer.

Book a 30-minute discovery session → dahi@aginies.com
  1. Your 2–3 priority problems
  2. Live demo of a similar scenario
  3. Roadmap starting with value analysis