Open-loop today
Fixed recipes can't respond when materials, temperature, or cell quality drift mid-shift.
Module digital twin · Panevex agent
Twinvex
Simulates stringing stress, lamination cure, cell shift, and module IV/power for a given recipe and cell population — auto-optimizing set-points across the agents and validating control policies in simulation.
Simulate before you runwhat it does
OVX / RTX + DGX/HGXruns on
Closed-loopcontrol mode
Twinvex — Hit target power-class and yield before the physical run.
The problem it solves
Why module digital twin breaks without autonomy
Invisible failure
The defects that matter most are the ones no operator can see at line speed.
Lost watts & yield
Every uncorrected drift ships as lost power, rework, or a field-degradation liability.
How Twinvex works
Simulates stringing stress, lamination cure, cell shift, and module IV/power for a given recipe and cell population — auto-optimizing set-points across the agents and validating control policies in simulation.
- Perceives its station in real time with fused sensing.
- Predicts the physical outcome before the module moves on.
- Controls the machine in closed loop, within human-set guardrails.
- Writes every outcome back to the shared module twin.
Capabilities
What Twinvex delivers
Real-time perception
Station-specific sensing tuned for module digital twin.
Closed-loop control
Set-points corrected on the machine with bounded latency.
Auditable actions
Every decision stores the evidence that justified it.
Yield analytics
Root-cause traces from outcome back to this station.
MES integration
Fits your existing PLCs, SCADA, and MES.
Edge-native
Runs on OVX / RTX + DGX/HGX for deterministic performance.
| Attribute | Detail |
|---|---|
| Station | Module digital twin |
| Primary function | Simulate before you run |
| Runs on | OVX / RTX + DGX/HGX |
| Control mode | Closed-loop, guardrailed |
| Data written to | Twinvex module digital twin |
| Integrates with | MES · SCADA · equipment PLCs |
99.4%
Perception recall
<10 ms
Edge decision latency
24/7
Autonomous operation
3.2 W
Contributes to recovered power
In the loop
Where Twinvex sits in the flywheel
One agent, one shared brain
Twinvex doesn't work in isolation. It reads from and writes to the same module twin as every other agent, so its improvements compound across the whole line.
- Shares the module digital twin
- Learns from every run on every line
- Policy transfers across fabs
“Twinvex turned our module digital twin station from a source of escapes into our most predictable process. It just runs.”
TWProcess EngineerTier-1 module manufacturer
The rest of the stack
Better together
String & interconnectRibbix
Sound, low-loss bonds without cracks or cold joints.
Explore EL & defect sensingElumnexSee inside every cell — predict microcracks before they cost you watts.
Explore Lamination & cureLamiraCured right the first time — no delamination, bubbles, or cell shift.
Explore Binning & matchingBinovaCell binning and power-class matching that recovers every watt.
ExploreDo we need the whole Panevex platform to run Twinvex?
No. Twinvex can deploy standalone on its station and still delivers value — though it gets stronger as more agents share the twin.
Will it work with our existing machines?
Yes. Twinvex augments your current equipment through standard PLC, SCADA, and MES interfaces — no rip-and-replace.
How is the autonomy kept safe?
Every actuator has human-set guardrails. Low-confidence decisions hold within safe bounds and escalate with evidence.
See Twinvex on your line
Book a walkthrough and we'll show Twinvex running against your real module digital twin data.