Vertical Applications
Domain-specific ternary inference for edge LLM, medical, agriculture, telecommunications, cybersecurity, smart factory, home inference, and document intelligence.
Ternary Inference for Medical Image Analysis
Privacy-preserving collaborative training across the planet — federated ternary learning.
Agricultural Precision Sensing via Ternary CNN
Any model, any framework — automatic conversion to ternary deployment.
Telecommunication Signal Processing in Ternary Domain
Vision and language together on edge — multi-modal ternary inference.
Cybersecurity Threat Detection via Ternary Networks
Generative AI runs on edge — diffusion models in your pocket.
Smart Factory Predictive Maintenance with Ternary ML
The AI that learns you — continuous on-device personalisation without cloud dependency.
Document Intelligence via Ternary Vision Transformers
One AI personality, every device — seamless deployment across Apple, Android, Samsung, Qualcomm.
Edge Language Model Inference with Ternary Quantization
Large language models running on edge — sparse attention, compressed KV cache, local personality.
Multi-Modal Ternary Fusion for Perception
The full distillation and conversion pipeline — teacher to ternary student with continuous refinement.
Continual Learning in Ternary Networks
Medical AI on the edge — clinical decision support with regulatory compliance trace.
Federated Learning with Ternary Quantization
Agriculture intelligence from seed to seed — soil, crop, biosecurity, nutrition, all ternary.
Hardware Conversion Pipeline: Full-Precision to Ternary
Telecommunications signal processing — channel state as improving, stable, or degrading.
Conversational AI with Device-Agnostic Ternary Inference
Cybersecurity in ternary — benign, suspicious, or malicious, with the suspicious state as first-class.
Ternary Model Fine-Tuning with Limited Labeled Data
Smart factory digital twin — equipment state modelled as rising, stable, or falling.
Home Inference Devices and Privacy-Preserving Inference
The always-on home AI — three-state command routing with safety constraints and local attestation.
Sensor Fusion and Multi-Modal Inference at Edge
Documents read, classified, and attested entirely on-device — no cloud, tamper-evident.
Ternary Action Recognition from Video
The centre panel — a calling interface that emerges from the cube face.
Domain-Specific Language (DSL) for Agent Programming
When inference fails, it fails safely — certified graceful degradation.
Continual Adaptation and Learning-Enabled Systems
Zero³ — the safe state that spans every layer, from gate driver to inference engine.
Ternary Dataflow Compilation and Optimization
Silicon I-structure memory — the classical hardware implementation of single-assignment ternary memory.
Ternary Machine Learning for Autonomous Systems
Metadata hidden inside the weight stream itself — the unused fourth bit-pattern carries configuration.