The speed layer
Model n-GaN HEMTs and experimental p-GaN/AlN 2DHG devices for fast switching, logic and low-precision AI arithmetic.
- Fast switching and local compute
- Low-precision AI research paths
- Scalable tile-level exploration
+ Wide-bandgap AI compute
AURORA-X explores whether GaN speed layers and SiC control and power layers can form a new architecture for energy-efficient AI compute.
Research premise
Model n-GaN HEMTs and experimental p-GaN/AlN 2DHG devices for fast switching, logic and low-precision AI arithmetic.
Model SiC JFET devices as power-domain controllers and support elements where breakdown strength and thermal resilience matter.
Candidate architectures
The simulator scores each candidate across energy, thermal behavior, p-GaN feasibility, voltage compatibility, interface overhead, scalability, research difficulty and clarity of the engineering case.
A baseline path focused on fast switching and local AI arithmetic.
↗Separates fast compute activity from resilient power-domain control.
↗Studies the cost of communication between distinct device domains.
↗Explores idle-energy savings against wake-up and control overhead.
↗Tests alternative logic styles that could reduce dependence on difficult complementary devices.
↗From device to transformer
AURORA-X connects device assumptions to circuit behavior, tile performance, thermal limits and transformer workload estimates. Every version narrows the gap between a promising idea and a testable research plan.
GaN HEMT · p-GaN · SiC JFET
Logic · latch · register file
MAC · FP8 assist · tiles
Thermal · joules per token
What the simulator has taught us
These are qualitative, simulation-led observations. Exact thresholds, proprietary configurations and unpublished implementation details are intentionally excluded pending external validation and IP review.
The modeled architecture is highly sensitive to the maturity and balance of p-type wide-bandgap devices. This remains a research question, not a solved assumption.
Energy and delay introduced between GaN compute and SiC control domains must be evaluated as part of the architecture—not treated as a negligible adapter cost.
Dynamic and power-managed approaches may reduce dependence on complementary GaN, but they introduce control, wake-up and verification complexity.
Idle savings are meaningful only when the idle period and tile scale justify the wake energy and delay. The simulator treats this as a search problem rather than a universal benefit.
Current evidence level
Architecture hypotheses and modeled trade-offs—not fabricated-chip measurements.
AURORA-X is an exploratory research platform. Its outputs depend on device-model assumptions and require calibration against published measurements, TCAD/SPICE data and eventually physical prototypes.
This distinction is central to the project: promising candidates are treated as research directions, not performance claims.
Detailed device parameters, raw simulator outputs, circuit schematics, optimization thresholds, source code and proof-cell implementation details are retained for controlled technical and IP review.
Completed · active · next
Research roadmap
31 tests covering GaN and SiC devices, logic, arithmetic, tiles, thermal behavior and transformer decode estimation.
Heatmaps, binary search and coordinate descent identify minimum device improvements and circuit bottlenecks.
Optimization, voltage-domain interfaces and break-even analysis test alternative logic and control strategies.
Five candidates are ranked across energy, thermal, device feasibility, interfaces, scalability and research difficulty.
For every failing candidate, the simulator estimates the smallest parameter changes required to reach a pass condition.
Research · investment
AURORA-X is looking for technically rigorous collaboration—not endorsements. Every partnership should move the project toward better models, independent validation or a focused experimental proof point.
Relevant areas include p-type wide-bandgap devices, complementary logic, cross-domain circuits, thermal modeling and device-model calibration.
The immediate opportunity is to fund validation milestones, expert collaboration and a small experimental demonstrator—not to claim a production-ready chip.
Frequently asked
AURORA-X is an independent pre-silicon research and simulation project exploring whether GaN and SiC devices can support a new energy-efficient AI-compute architecture.
No. The current evidence is simulation-led. The next objective is external model validation followed by a deliberately small experimental proof point.
The research hypothesis assigns fast switching and selected compute roles to GaN, while SiC is studied for control, power-domain management and thermal resilience. Interface overhead remains a central uncertainty.
The project is seeking university researchers, device physicists, circuit designers, semiconductor laboratories and deep-tech partners who can strengthen validation and experimental planning.
Open research collaboration
We are seeking university researchers, semiconductor device experts, circuit designers and early-stage deep-tech partners.