← Back to engineering portfolio
V.I.R.A.L.™ Motorsport
Vehicle Intelligence Reference Architecture Lab™

Live Engineering Demonstrator

SYNTHETIC VEHICLE · SIMULATED AUTHORITY

A synthetic race vehicle. Nine interacting systems. One continuous engineering understanding.

Watch V.I.R.A.L. detect a developing limitation before conventional thresholds, reconcile conflicting evidence, advise the pit wall and driver, preserve the vehicle and prove the engineering response.

StateWhat matters right now
Vehicle state
BASELINE
learning normal behaviour
Engineering margin · synthetic thresholds
NOW 0.76NEXT LAP - BOUNDARY -
V.I.R.A.L. sees-
Why it matters-
Next expected-
→ Pit wallNO MESSAGE
→ DriverNO ACTION · DRIVE NORMALLY
AuthorityA1 · ADVISORY
Evidence → reasoningWhy V.I.R.A.L. believes it

Circuit · the excitation source

This part of the lap loads-

Requested · achieved · control effort

LEARNING NORMAL BEHAVIOUR
RequestedAchievedToleranceControl effortMargin1-lap forecast
Driver feels
nothing
Stopwatch
+0.00 s
Fault codes
none
Threshold alarm
silent

V.I.R.A.L. → pit wall

No messages. Nothing the pit wall needs to know yet.

V.I.R.A.L. → driver display

DRIVER
NO ACTION
DRIVE NORMALLY

Whole-vehicle network fusion

Nine vehicle systems testify about the same moment. Some disagree. V.I.R.A.L. weighs every testimony against every explanation, so no engineer has to assemble the jigsaw by hand.

Synthetic channels · public-safe

Witness statements

Each statement comes from evidence windows on comparable track segments, not from one instant's reading.

Fusion matrix · which system moved which belief

▲ supports · ▼ contradicts, accumulated and weighted toward recent evidence. When a system testifies, its cells are outlined: lime supports, red contradicts. Probabilistic inference decides what V.I.R.A.L. currently believes.

The car is talking

Each system reports over the vehicle network. Pulses show testimony reaching V.I.R.A.L.

Reasoning · belief over time

Six questions, answered live

    Secondary scenario · performance opportunity, not a failure

    The same fusion runs on corner evidence. Understeer angle (steering beyond geometry) at every at-limit apex, against apex speed. Synthetic chassis and aero model.

    Competing explanations
    Cross-system checks
    • ·-Needs two complete laps of corner evidence.
    Decision → engineering response → proofWhat engineering does about it

    Authority gate

    Reasoning decides what should happen. Authority decides whether it is allowed. Model recommendations never become engineering truth merely because a model produced them.

    PROPOSED RESPONSE
    →
    AUTHORITY · A3 SIM
    →
    RESULT
    No action proposed. V.I.R.A.L. informs; it does not act.A1 · ADVISORY

    Evidence + communications ledger · append-only, hash-chained

    Every finding, belief change, transmission, decision and verification is recorded.

    Engineering closure

    Preservation buys time. It does not fix the cause. The loop continues in the pit and closes only when the rerun proves it.

    Opens when the car pits

    05 · MAINTAIN

    What to inspect, and why, appears here when the car pits.

    06 · IMPROVE

    Engineering responses ranked by modeled benefit and tradeoff.

    07 · DESIGN

    Only if no available solution satisfies the requirement.

    08 · VALIDATE

    Same condition, before vs after.

    09 · LEARN

    Validated engineering signature.

    Discuss the architecture, engineering application or potential use case directly with Riz.

    Available for senior engineering positions, independent contracts, consultancy and strategic technical collaborations worldwide.

    1EVENT
    CAR APPEARS NORMAL