Physics-Informed Thermal Digital Twin
Targets HBM, chiplet, and advanced packaging thermal behavior with PINN/Physics AI surrogate models and sensor-guided calibration.
Prototype / early product developmentSee product maturity and the next action at a glance: Prototype · Demo · PoC · On-Prem.
Targets HBM, chiplet, and advanced packaging thermal behavior with PINN/Physics AI surrogate models and sensor-guided calibration.
Prototype / early product developmentDetects low-contrast and internal anomaly signals with SWIR and connects them with lot, equipment, process, RCA, and GraphRAG context.
Completed MVPConnects surface-defect detection with lot, process, cause, and corrective-action context in a manufacturing quality workflow.
Completed DemoDetects scratches, foreign materials, stains, bubbles, and wrinkles in film/coating/continuous web inspection.
PoC-readyUses x86_64 GPU servers as the primary operating platform, with Jetson Orin added selectively after validating NVIDIA SDK, driver, and equipment compatibility.
System integration offeringWe match the engagement path to product maturity and customer-data readiness: review a public demo, validate a focused use case with customer data, then define the deployment and integration scope for operational use.
Use public demos and a technical discussion to define the problem, data types, target KPIs, and security constraints.
Use a bounded line, process, or dataset to evaluate model performance and the engineering workflow before broader deployment.
Define edge AI, GPU servers, APIs, and manufacturing-system integration around security, performance, and operating requirements.
Productizing HBM thermal modeling with a Physics AI prototype pathway.
Implemented SWIR anomaly detection with RCA/GraphRAG workflow.
Validated a quality-intelligence workflow from surface-defect detection to engineering action.
Built a film surface-inspection prototype with result drilldown.
After a public demo review, we define a focused PoC around inspection criteria, sensor/process data, and target KPIs.