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Ternary Machine Learning for Autonomous Systems
"Metadata hidden inside the weight stream itself — the unused fourth bit-pattern carries configuration."
Showing 158 of 158 patents
Ternary Neural Processing Unit Architecture for Binary NPU Optimization
Existing chips run ternary — no new silicon required.
Zero-Skip Gating for Ternary Neural Networks
Normalisation layers dissolve into the ternary fabric — no floating-point tax.
Ternary Weight Pruning and Sparsification
Weights and activations co-designed — the whole pipeline speaks three values.
Batch Normalization in Ternary Quantized Networks
Prune the tree, then ternarise what remains — 200× smaller models.
Mixed-Precision Ternary Inference Scheduling
The architecture searches itself — evolution finds the optimal ternary shape.
Cache-Aware Ternary Inference on NPU
Precision shifts on the fly — full power when needed, whisper-quiet when not.
Activation Function Approximation for Ternary Domains
Multiple chips think as one — ternary models spanning beyond a single die.
Ternary Post-Training Quantization
A master teaches a student in three values — knowledge distilled to its essence.
Ternary Convolution Kernel Optimization
The quantisation boundary learns where to draw itself.
Recurrent Neural Network Inference in Ternary Domain
Gradients compressed to three values — 8× less bandwidth across the training cluster.
Attention Mechanism Compression via Ternary Quantization
The transformer attention mechanism — rebuilt for three values.
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.
Ternary-Native Agent Operating System Architecture
AI agents discover and negotiate with each other — a peer-to-peer protocol for edge intelligence.
Post-Quantum Cryptographic Signing (Seal³)
Cryptographic trust hardware for neural networks — zero-knowledge proof that the right model ran.
Ternary State Machine Synthesis and Verification
Temporal reasoning and causal inference — AI that understands time and causality.
Agent Lifecycle Management in eOS
AI agents with their own economic primitives — micropayments, contracts, escrow.
Document Intelligence via Ternary Vision Transformers
One AI personality, every device — seamless deployment across Apple, Android, Samsung, Qualcomm.
Ternary Audio Codec with Perceptual Loss
Audiophile-grade audio compression through ternary psychoacoustic modelling.
Ternary Video Codec for Mobile Streaming
3D video compression on edge devices — immersive stereoscopic streaming in ternary.
Ternary Motor Control for Robotics
Universal robot control protocol — any robot, any task, ternary-native commands.
Ternary Flight Control Systems for Aviation
Autonomous flight control — drones to cargo aircraft, all on edge NPUs.
Agent Escalation Protocol and Trust Metrics
The training academy for ternary agents — from blank weights to specialised intelligence.
Ternary NPU Compiler Optimization Passes
The ternary chip itself — a complete microarchitecture specification.
Ternary Data Format and Memory Layout Optimization
Adversarial attacks break against the ternary cliff — discrete weights resist perturbation.
Bit-Serial Ternary Arithmetic Units
AI governance with trustless verification — multi-framework regulatory compliance.
Fixed-Point Simulation and Verification Framework
Compile, simulate, convert — the complete ternary development toolchain.
Ternary Weight Sharing and Clustering
Every AI decision becomes exactly traceable — ternary makes explainability trivial.
Ternary Gradient Accumulation for Training
The AI remembers itself across restarts — state continuity with provable identity.
Cube Address Space Allocation for Agent Memory
Multi-agent collaboration without central authority — trust through ternary confidence.
Tumbler Protocol for Inter-Agent Communication
The agent reflects on its own experience — consolidating operational learning.
Guardian³ Sandbox and Capability Isolation
Governed knowledge retrieval — agents that know what they know and how much to trust it.
Ternary Sparse Tensor Operations
The nervous system mapped into silicon — biology's architecture in ternary.
Dynamic Precision Selection for Ternary Inference
Zero weights gate their own clocks — 70% of the chip sleeps while the rest thinks.
Ternary Batch Matrix Multiplication (GEMM)
One execution unit handles both ternary and conventional — switchable precision in a single core.
Ternary Model Compression via Knowledge Distillation
Memory redesigned from the ground up for three-valued data.
Hardware-Aware Ternary Network Architecture Search
Ternary data streams through dataflow hardware — bandwidth-optimal inference.
Ternary Tensor Decomposition and Factorization
The compiler knows the hardware — scheduling ternary execution across heterogeneous cores.
Ternary Network Robustness and Adversarial Training
Fleet-scale management of ternary NPUs — predictive maintenance across thousands of chips.
Ternary 3D Vision for Robot Navigation
Sub-millisecond reflex arcs — sensor to actuator in 10 microseconds.
Reflex Motor Architecture for Ternary Robot Control
3D vision from ternary stereo — depth computed as left-brighter, matched, right-brighter.
Ternary Dead Reckoning and Odometry
On-device continual learning with biological memory consolidation — the AI that grows.
Ternary SLAM for Indoor Robot Navigation
Autonomous navigation with deterministic certification and dead reckoning fallback.
Speech Enhancement via Ternary DSP
Acoustic field synthesis — Fibonacci-fractal spatial sound projection from ternary intelligence.
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.
Acoustic Field Synthesis via Ternary DSP
Speech recognition at milliwatt power — always listening, ternary-efficient.
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.
Ternary Network Interpretability and Explainability
Edge-cloud hybrid inference — the model splits between local and cloud based on network conditions.
Ternary Graph Neural Networks
Today's commercial NPUs run ternary models through translation — no hardware changes.
Ternary Reinforcement Learning Agents
The scheduler sees the zeros and skips them — sparsity-aware execution on neural engines.
Diffusion Models in Ternary Domain
CPU and NPU collaborate — each layer runs where it fits best.
Time Series Forecasting with Ternary RNNs
Export to CoreML, ONNX, TFLite — ternary models speak every format.
Photonic Ternary Neural Network Hardware
Neural network weights encoded as light — three phase states in a waveguide.
Waveguide-Based Ternary Matrix Vector Multiplication
Zero weights gate their waveguide shut — photons skip where computation isn't needed.
Zero-Skip Gating for Photonic Networks
Matrix-vector multiplication in light — interference replaces arithmetic.
Integrated Photonic Activation Functions
Electronic and photonic domains fused — the best of both in a single inference pipeline.
Photonic-Electronic Interface for Hybrid Systems
Spiking neuromorphic hardware runs ternary — excite, inhibit, or stay silent.
Qutrit Encoding and Manipulation
Ternary weights mapped to qutrit basis states — quantum hardware running neural inference.
Quantum Error Correction for Ternary Systems
Swarm inference — edge devices collaborating to run models larger than any one of them.
Measurement and Decoherence in Ternary Qudits
Control signals hide inside the inference stream — zero-state density carries the message.
Electrogravitic Propulsion Control via Ternary Neural Networks
Electrogravitic propulsion controlled by ternary neural processing — real-time gravitational gradient management.
Water-Fuel Plasmoid Propulsion and Ternary Reaction Control
Water-fuel plasmoid propulsion with atmospheric moisture harvesting and ion-jet navigation.
Ternary Power Stage Design for Domestic Lighting
Three states in the power switch — positive, neutral, negative. The neutral state is inherently safe.
Ternary Motor Drive for EV Powertrains
Ternary power intelligence deployed into the existing binary electrical grid.
Ternary Aircraft Auxiliary Power Unit
Flight control actuators powered by ternary stages — safety through the neutral state.
Ternary Flight Surface Actuation Control
Aircraft electric propulsion driven by ternary — regenerative, fault-tolerant, three-state.
Ternary Regenerative Braking in Aircraft Landing Gear
Aircraft power distribution with ternary bus ties — primary, isolated, alternate in hardware.
Industrial HVDC Transmission with Ternary Control
High-voltage ternary switching for electrogravitic electrode arrays.
Ternary Gate Drivers for Power Semiconductor Devices
Your home's circuit breakers — reimagined with a safe neutral state.
Ternary Energy Harvesting from Ambient Sources
LED lighting controlled by ternary — full, dimmed, and true off.
Ternary Power Factor Correction (PFC)
The car's power bus speaks ternary — drive-by-wire with a safe neutral.
Ternary Uninterruptible Power Supply (UPS)
Industrial power switching and building distribution — ternary at scale.
Ternary Avionics Bus Architecture
Flight data recording in three states — every switch position, every control surface, every moment.
Ternary Soft-Start and Inrush Current Limiting
Every switch in the network learns — distributed predictive fault intelligence.
Ternary Switched-Mode Power Supply (SMPS)
A serial bus that speaks three symbols natively — no binary translation.
Ternary Electromagnetic Interference (EMI) Filtering
Switch, sense, communicate, route — all in one node.
Photonic Ternary Modulator Design
An optical neural bus — immune to electromagnetic interference, galvanically isolated.
Ternary Microgrid Control and Stability
Grid-level HVDC transmission with ternary switching — three-state power at continental scale.
Ternary Resonant Converter Design
The gate driver harvests its own energy from the neutral state — self-powered switching.
Ternary Thermal Management and Heat Dissipation
Memory for the neural bus — ternary-native state history with health-aware compression.
Ternary Power Integrity and Noise Analysis
Ternary power meets living tissue — implantable medical electronics with a safe neutral state.
Ternary Flight Data Recording and Certification
DO-178C compliance methodology for ternary software — the certification path for three-valued airborne code.
Ternary Terrain Awareness and Warning System (TAWS)
Landing gear that regenerates energy on touchdown and speed-matches before contact.
Ternary Electrical Fusing and Protection
The switching event itself delivers power — compute and energy in one transition.
Ternary Bidirectional Charger for Battery Storage
The fabrication recipe for ternary primitive cell arrays — six-pin standard cells.
Ternary Three-Level Neutral Point Clamped Inverter
The car's brain — a ternary electronic control unit for multi-source powertrains.
Ternary Power Quality Monitoring and Prediction
In-band signalling across NPU networks — the zero state is the control plane.
Signal Atoms and Confidence Encoding
Every atom of content carries its own confidence — the document format that knows what it knows.
Epistemic Ledger Protocol and Verification
Relationships between ideas carry their own confidence — bonds with epistemic weight.
Freshness-Gated Execution and State Validation
Measurements that know how old they are — confidence degrades with time.
Confidence-Conditioned Agent Execution
Every agent decision carries its full epistemic signature — what it knew, how confident it was.
Multi-Agent Confidence Reconciliation
A shared ledger of agent decisions — collective epistemic accountability.
Hardware Enclave Architecture for Secure Execution
Content provenance with quantum-agile signing — the chain of custody for digital truth.
Confidence Decay and Information Aging
Memory allocation conditioned on epistemic state — uncertain data gets hedged resources.
Agent Composition and Delegation Frameworks
The operating system where confidence is a kernel primitive — eOS.
Confidence Accounting in Financial Systems
Double-entry bookkeeping for decisions — what knowledge was consumed, what was produced.
Agent State Snapshots and Recovery
When a domain fails, structured recovery kicks in — isolation, diagnosis, graduated escalation.
Distributed Agent Coordination and Consensus
Temporal anomaly detection — the system notices when confidence patterns deviate from normal.
Agent Resource Allocation and Scheduling
Every capability gets a hierarchical address — domain, function, confidence-routed.
Supply Chain Confidence and Procurement Integrity
Financial trades gated on data freshness — stale prices block execution.
Employment and Compensation Confidence Protocols
Auction bids that decay — phantom bids from stale sessions automatically excluded.
Merkle-Sealed Provenance Chains
Asset ownership tracked through a Merkle-sealed confidence chain — provenance you can verify on-device.
Confidence Scoring for Medical Diagnostics
Employment status propagated through organisational hierarchy with confidence.
Zero-Trust Confidence Architecture for Cybersecurity
Customer profiles stacked on multiple confidence axes — recommendations gated on aggregate certainty.
Confidence-Based Rate Limiting and Throttling
Physical inventory counts that age — procurement gated on counting freshness.
Guardian³ Multi-Level Capability Isolation
The human-in-the-loop gate — uncertain decisions wait for human alignment.
Cubey Address Space Virtualization
Centre-tile navigation — every domain displayed as a grid with its anchor at the heart.
Agent³ Capability Blacklist and Whitelist Mechanisms
Multiple domain cubes side by side — parallel navigation across the agent's capabilities.
Agent Communication Channel Encryption
Trust escalates through epochs — proven reliability earns expanded capability.
Tamper Detection and Response Systems
A co-processor that attests every inference output — post-quantum signed, confidence-tagged.
Weight Attestation for Neural Network Models
Ternary weights that never leave the package — non-volatile on-package storage.
Audit Trail and Compliance Logging
A tamper-detection co-processor watching the weights — continuous, inference-independent custody verification.
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.
Ubiquitous Agent Deployment Framework
Every input is identity-checked before it enters the agent's mind — the pre-ingestion gate.
Agent Marketplace and Resource Trading
The ACE conversion engine — any model to ternary, automatically, with benchmark feedback.
Domain-Specific Language (DSL) for Agent Programming
When inference fails, it fails safely — certified graceful degradation.
Quality Navigation and Dead Reckoning Filtering
Dead reckoning for model quality — predicting deployment performance without benchmark hardware.
Continual Adaptation and Learning-Enabled Systems
Zero³ — the safe state that spans every layer, from gate driver to inference engine.
Tagged Ternary Dataflow and Computation Model
The parent substrate — the abstract computational medium from which all Scions grow.
Bundle³ and Bijection Properties
The chiral phonon Scion — computation through sound vibrations in crystal.
I-Structure and Information-Centric Architecture
A photonic computer that computes in three states of light — the physical Scion.
Phonon Scion: Acoustic Ternary Computing
The electronic Scion — spin-one defect centres, quantum dots, and donor spins computing in three states.
Electronic Scion: CMOS Ternary Implementation
The magnonic Scion — magnon waves in altermagnetic materials computing in three spin states.
Magnonic Scion: Spin-Based Ternary Storage
The hybrid Scion — phonon, photon, electron, and magnon substrates coupled into one system.
Projection-Constrained Quantum Operations
Binary quantum algorithms running on ternary hardware — through projection constraint.
Inverse Recovery and Quantum State Restoration
Any binary-qubit system can be classified as a constrained projection of the ternary substrate.
Inaccessible Ternary Operations and Quantum Secrecy
Recovering the third state — upgrading binary-qubit systems to full ternary capability.
Information Capacity Formalism for Qutrits
Operations that exist in ternary but cannot be reached from binary — the exclusive capabilities.
Hybrid Quantum-Classical Ternary Protocols
The mathematics of ternary information capacity — formalising what three states can hold.
Hybrid Scion: Multi-Physical-Domain Ternary Substrate
Tagged ternary dataflow — tokens carry values, tags, and confidence through a firing network.
Cross-Scion Abstraction and Unified Programming
Typed channels between dataflow processes — communication that respects no-cloning.
Scion Orchestration and Load Balancing
Write-once memory — single-assignment I-structures for dataflow computation.
Multi-Scion Coherence and Synchronization
When data is erased, Zero³ propagates — safe-state identity maintained through erasure.
Energy-Aware Computation and Scion Selection
Hybrid Bundle³ words — classical and quantum register values in one data structure.
Fault Tolerance and Scion Redundancy
Conditional firing based on ternary predication — dataflow nodes that fire selectively.
Dataflow Optimization and Pipeline Scheduling
The programming abstraction — prepare-and-launch for human programmers targeting ternary dataflow.
Debug and Profiling Tools for Heterogeneous Ternary Systems
Neutral-atom quantum hardware addressed through ternary grid coordinates — vendor-agnostic.
Simulation and Emulation of Heterogeneous Ternary Systems
Symbolic mathematics for ternary and qutrit — formal proofs that cross the classical-quantum boundary.
Security Isolation Between Heterogeneous Scions
Attestation chains that cross substrate boundaries — photonic to electronic to magnonic, verified.
Ternary Dataflow Compilation and Optimization
Silicon I-structure memory — the classical hardware implementation of single-assignment ternary memory.
Hardware Enclave Lifecycle Management
Hardware enclave attestation with ternary confidence — hypervisor-isolated trust.
NPU Lifecycle Integration and Management
Agent workloads spawn, migrate, and retire on NPU hardware — lifecycle as a first-class concept.
Network Transport and Ternary Protocol Stack
Network transport where every packet carries confidence — three-state congestion control.
Persistent Storage and Ternary Data Format
Storage where durability is a ternary property — per-replica confidence states.
Governance and Access Control for Autonomous Systems
Governance for evolving agent capabilities — skill manifests with provenance attestation.
Post-Quantum Compliance and Migration Strategies
Regulatory compliance as code — per-clause attestation with ternary evidence states.
Raw Image Compression via Ternary Processing
Raw camera data compressed losslessly — no multiplication, just compare-and-select.
Ternary Machine Learning for Autonomous Systems
Metadata hidden inside the weight stream itself — the unused fourth bit-pattern carries configuration.