Open-loop today
Fixed recipes can't respond when materials, temperature, or cell quality drift mid-shift.
String & interconnect · Panevex agent
Ribbix
Closes the loop from perception to machine control on the stringer — sensing cell edge, busbar, and ribbon position, then controlling thermal profile, pressure, dwell, and alignment in real time.
Autonomous cell-stringingwhat it does
Jetson Orin / Thor edgeruns on
Closed-loopcontrol mode
Ribbix — Sound, low-loss bonds without cracks or cold joints.
The problem it solves
Why string & interconnect 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 Ribbix works
Closes the loop from perception to machine control on the stringer — sensing cell edge, busbar, and ribbon position, then controlling thermal profile, pressure, dwell, and alignment in real time.
- 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 Ribbix delivers
Real-time perception
Station-specific sensing tuned for string & interconnect.
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 Jetson Orin / Thor edge for deterministic performance.
| Attribute | Detail |
|---|---|
| Station | String & interconnect |
| Primary function | Autonomous cell-stringing |
| Runs on | Jetson Orin / Thor edge |
| 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 Ribbix sits in the flywheel
One agent, one shared brain
Ribbix 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
“Ribbix turned our string & interconnect station from a source of escapes into our most predictable process. It just runs.”
RIProcess EngineerTier-1 module manufacturer
The rest of the stack
Better together
EL & defect sensingElumnex
See 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.
Explore Module digital twinTwinvexHit target power-class and yield before the physical run.
ExploreDo we need the whole Panevex platform to run Ribbix?
No. Ribbix 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. Ribbix 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 Ribbix on your line
Book a walkthrough and we'll show Ribbix running against your real string & interconnect data.