ORBIT — Agentic Fleet Operations Console

Fleet overview

Live-simulated snapshot combining SAFER compliance, telemetry ingestion, weather-linked risk, and cost-per-mile across the active fleet.

Simulation notice — every figure on this page is synthetically generated in your browser to demonstrate the system's data flow. No live connection is made to FMCSA, NOAA, EIA, OpenChargeMap, or any carrier telematics feed.

ACTIVE VEHICLES

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OPEN COMPLIANCE FLAGS

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COST / MILE (EIA-LINKED)

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SERVICE WINDOWS DUE ≤7D

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Live vehicle positions

OSM road network · truck-restriction aware routing

● On route ● Weather risk ● Compliance hold

Fuel price index

EIA weekly diesel series (simulated)

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Weather-linked risk

Open-Meteo / NOAA

SAFER fleet score

FMCSA carrier safety

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Composite BASIC percentile across active carrier IDs, lower is safer.

EV / alt-fuel segment

OpenChargeMap

Telemetry Ingestion Agent

Polls simulated ELD / OBD-II feeds on a fixed interval, validates each payload, and normalizes it into the canonical vehicle-event schema below.

Incoming feed

— events/min

Time	Vehicle	Source	Type	Value	Status

Canonical event schema

normalized JSON out

Compliance Agent

Cross-references FMCSA SAFER carrier data with Hours-of-Service logs to raise violation-risk alerts before they become citations.

Driver HOS clocks

11-hr drive / 14-hr on-duty window

Carrier SAFER standing

BASIC categories, percentile rank

Violation-risk alerts

raised by the Compliance Agent this shift

Raised	Vehicle / Driver	Rule	Risk	Recommendation

Maintenance-Prediction Agent

Feeds fault codes, mileage, and weather history to a QLoRA fine-tuned Qwen2.5-7B checkpoint trained on maintenance logs, DTC descriptions, and FMCSA violation narratives — returning a plain-language recommendation and a service window.

Query the fine-tuned model

simulated inference

Vehicle

DTC / fault code

Odometer (mi)

Model: qwen2.5-7b-instruct · QLoRA r=16 · maintenance-dtc-fmcsa-v3

Recommendation

plain-language output

Primary data sources

Each card shows how the pipeline would consume the source in production, alongside a simulated live reading.

Orchestrator

Schedules the Telemetry, Compliance, and Maintenance-Prediction agents on cron and event triggers, and writes each run's result to the fleet dashboard.

Trigger schedule

cron / event

Agent	Trigger	Last run	Next run	Status

Run graph

this cycle

Orchestration log

writes to fleet dashboard