Technology
A governing framework, a deployable control plane and a measurable economic result.
Vectris separates the foundational invention, the commercial product and the customer outcome so each layer has a precise role.
Stack position
Serving frameworks → Waveform powered by ANE → GPU, cluster and fabric execution → Compute Yield and evidence receipts.
Waveform is additive to the operator’s environment. It is not a replacement for the model, application, serving framework, scheduler, accelerator or facility stack.
Serving frameworks
Waveform — powered by ANE
GPU, cluster and fabric execution
Compute Yield and evidence receipts
Control layer
How the system operates.
01
Observe
Waveform reads live workload, execution, memory and infrastructure state through the serving environment.
02
Evaluate
ANE interprets the observed state through proprietary recursive invariants and determines whether a recovery action is admissible.
03
Govern
Waveform applies the ANE-authorized runtime decision across the relevant execution surface.
04
Verify
Waveform measures quality-equivalent accepted output, latency, energy, counters, repeatability and controller overhead against baseline.
Definitions
Three terms carry the technology.
ANE
The governing framework
Adaptive Neural Efficiency defines how live inference state is interpreted, which actions are admissible and how results must be validated.
Waveform
The product
C++ middleware that instantiates ANE between serving frameworks and GPU execution.
Compute Yield
The measure
Quality-equivalent accepted output per GPU-hour, joule and infrastructure dollar, measured after controller overhead.
Architecture path
Physical evidence on Hopper and Blackwell.
Current physical evidence spans NVIDIA Hopper and Blackwell accelerators: H100, H200, B100 and B200, with Llama 8B and Mistral 7B workloads in RunPod environments. Support for additional CPU and GPU architectures remains part of the product path.
Physical evidence
NVIDIA Hopper and Blackwell
H100, H200, B100 and B200 in third-party RunPod cloud infrastructure.
Workloads
Llama 8B and Mistral 7B
Same model and weights throughout; results are measured against an optimized baseline.
Product path
Additional architectures
Support for additional CPU and GPU architectures remains part of the product path.
Technology / ANE
Explore the ANE framework.
ANE is the governing framework that made Waveform possible: it defines how runtime state is interpreted and which control actions are admissible.
Products / Waveform
See the product.
Waveform is the deployable C++ middleware product that instantiates ANE across live AI inference infrastructure.