Patent Portfolio
14 Patent Families.
210 Claims.
The most comprehensive IP position in distributed AI infrastructure. Six innovation categories protecting every layer — from physical interconnect to frontier AI distribution.
Portfolio Architecture
Six Layers of Protection
Each patent family reinforces the others. The portfolio protects Tonomia’s technology from physical infrastructure through software orchestration to frontier innovation.
Innovation Categories
Six Pillars of Protection
CATEGORY 1
15
Infrastructure & Interconnect
P-001 · Hybrid optical-wireless interconnect, InfiniBand, DWDM, mmWave, waste heat recovery, multipath redundancy
CATEGORY 2
45
AI Orchestration & Routing
P-003 · P-007 · P-011 · Model selection, gRPC layer, RL-based placement, session affinity, multi-agent coordination
CATEGORY 3
30
Data Sovereignty & Security
P-002 · P-009 · Remote session encryption, on-prem appliance, GDPR/CCPA, immutable audit, tamper detection
CATEGORY 4
30
Marketplace & Economics
P-004 · P-005 · Token marketplace, blockchain escrow, fine-tuning integration, multi-service pricing, ERC-20
CATEGORY 5
45
Reliability & Resilience
P-006 · P-008 · P-012 · Health orchestration, chaos testing, SLA calculator, contamination detection, failover
CATEGORY 6
45
Advanced & Frontier
P-010 · P-013 · P-014 · Holographic distribution, cross-cultural AI, renewable energy gating, AI à la Carte
14 Patent Families
The Complete Portfolio
Click any patent card to expand the full list of key innovations and claim structure.
15 claims
P-001Infrastructure
AI Factories Hybrid Interconnect
Paired data centres with hybrid optical-wireless interconnect (InfiniBand, DWDM, mmWave, FSO), Kafka/Pulsar sync, renewable-aware scheduling, waste heat recovery, multipath redundancy.
Paired data centres with hybrid optical-wireless interconnect
Renewable availability from forecast + real-time data
Incremental inference/training state synchronization
Factory-to-centre bandwidth aggregation exceeding 10 Gbps
Dynamic seasonal reconfiguration of DC pairings
15 claims
P-002Data Sovereignty
Remote AI Factories Session Management
Session data management in remote GPU facilities with local NVMe SSD (20+ TB), 800 Gbps InfiniBand, encrypted upload, immutable audit logging, GDPR/CCPA jurisdiction enforcement.
Local NVMe SSD storage with 20+ TB capacity at edge
800 Gbps optical InfiniBand private network interconnect
Immutable audit logging with hash chains / Merkle trees
Pseudonymized session identifiers before storage
End-to-end hash checksum validation on upload
15 claims
P-003Orchestration
Intelligent AI Model Selection & Routing
Multi-factor scoring engine for inference routing: GPU telemetry, parameter-size penalties (>500B), session affinity decay, network RTT, configurable org weights, energy cost thresholds.
Multi-factor fitness scoring with configurable weights (w₁–w₅)
Parameter-size penalty for models exceeding 500B parameters
Session affinity decay based on inactivity
Energy cost threshold filtering on candidate models
Prompt complexity analyzer for model tier override
15 claims
P-004Marketplace
Decentralized Token GPU Marketplace
Blockchain smart contract marketplace with ERC-20 escrow, data residency at bid time, time-zone optimization, GPU/Platform/Model-as-a-Service, immutable on-chain/IPFS audit logs.
Blockchain smart contract with ERC-20 payment escrow
Jurisdiction-aware data residency at bid time
Time-zone optimization for off-peak GPU scheduling
Multi-service: GPU-as-a-Service, Platform-as-a-Service, Model-as-a-Service
Immutable audit logs via on-chain or IPFS
15 claims
P-005Training
Integrated Fine-Tuning Across GPU Clusters
Automated LLM fine-tuning across heterogeneous GPUs with token marketplace integration, renewable-aware scheduling, AES-256 checkpoints, <30s failover, federated cross-jurisdiction training.
Heterogeneous GPU cluster support (different models, memory, interconnect)
Renewable-aware training job routing to off-peak time zones
Federated fine-tuning across multiple jurisdictions
Automated rollback and retraining on model drift detection
Smart contract escrow for training payment settlement
15 claims
P-006Reliability
Rack-Domain Health Orchestration
Kubernetes CRD-based rack health system with contamination detection (thermal gradient + airflow), staged remediation, predictive ML scoring, power domain / thermal zone mapping.
Custom Kubernetes resource definition for rack health
Contamination detection via thermal gradient + airflow + error rate
Staged remediation: throttle → power cap → NVLink isolation
Predictive health scoring with ML-trained telemetry fusion
Bidirectional power domain + thermal zone rack topology mapping
15 claims
P-007Orchestration
Global gRPC AI Orchestration Layer
gRPC with <5ms internal hop latency, AES-256/HSM encryption, persistent streams for multi-turn conversations, protobuf compression, mutual TLS, jurisdictional data transfer enforcement.
Internal gRPC hop latency under 5 milliseconds
Persistent gRPC sessions for multi-turn AI conversations
AES-256 encryption with hardware security module key management
Deferred sync at 3.5 hours with encryption and upload
Mutual TLS (mTLS) cryptographic authentication on control channels
15 claims
P-008Reliability
Chaos-Resilient Training & Inference
Chaos simulation during live gRPC streams, renewable cost analysis during failover, checkpointed optimizer recovery, synthetic test jobs, containerized chaos agents as K8s sidecars.
Chaos simulation during live gRPC persistent streams
Renewable energy cost impact analysis during failover
Checkpointed optimizer state + gradient shard recovery
Synthetic test job validation of failover paths pre-production
Containerized chaos agents as Kubernetes sidecars
15 claims
P-009Data Sovereignty
On-Prem AI Appliance with Data Residency
Air-gapped GPU appliance with tamper detection, TPM secure boot, encrypted model sync without raw data transfer, append-only immutable audit, physical storage device delivery.
Complete air-gapped operation from public cloud
Tamper detection sensors that disable access on breach
TPM-based secure boot with firmware integrity verification
Encrypted model sync without transferring raw training data
Physical storage device model delivery with cryptographic verification
15 claims
P-010Frontier
Holographic AI Model Distribution
Holographic optical encoding of ML model weights with precision-tier separation, quantum key distribution, DWDM wavelength-per-component assignment, neural-aware lossy compression.
Holographic optical pattern encoding of model weights
Precision-tier separation for bandwidth optimization
Quantum key distribution or optical watermarking verification
DWDM wavelength assignment per model component
Direct GPU memory streaming via high-bandwidth PCIe/NVLink
15 claims
P-011Orchestration
RL-Based AI Workload Orchestration
Reinforcement learning agent for workload placement with data residency penalties, multi-agent regional coordination, policy gradient with reward normalization, online learning from job feedback.
RL agent with data residency regulation penalties
Multi-agent configuration with regional coordination
Policy gradient algorithm with reward normalization
SLA violation negative reward signals for policy learning
Epsilon-greedy / entropy-regularized exploration
15 claims
P-012Reliability
Dynamic SLA Calculator for AI
Real-time SLA estimation: latency, throughput, replica count, failover timing. Monte Carlo percentile compliance, visual dashboards, per-client tenant isolation, renewable cost modelling.
Monte Carlo percentile-based SLA compliance probability
Failover simulation with inter-region network latency
Renewable generation forecast integration in cost modelling
Visual dashboards with latency graphs and replica heatmaps
Per-client SLA modelling under isolated tenant constraints
15 claims
P-013Frontier
Cross-Cultural AI with Renewable Gating
Cross-cultural AI responses using idle GPUs during renewable surplus. Renewable energy gating module, carbon impact statements, blockchain-signed carbon data, predictive surplus modelling.
Renewable energy gating module for comparative inference
Carbon impact statements displayed to end users
Blockchain-signed carbon intensity data for transparency
Predictive surplus modelling for prompt pre-loading
Multi-region surplus evaluation for diverse routing
15 claims
P-014Frontier
AI à la Carte: Cultural Context Selection
User-selectable cultural context for AI responses with interpretation layer (tone, metaphors, idioms), parent/guardian restrictions, ML-based bias detection, version-controlled cultural datasets.
User-selectable cultural context for AI responses
Cultural interpretation layer: tone, examples, metaphors, idioms
Parent/guardian restriction controls for educational contexts
ML-based cultural bias detection with disclaimers
Version-controlled cultural datasets from academic experts
Cross-Patent Synergies
Reinforcing Connections
| Source | Target | Synergy |
|---|---|---|
| P-001 Interconnect | P-007 gRPC Layer | Physical interconnect provides the <5ms latency substrate that gRPC orchestration requires |
| P-003 Model Select | P-011 RL Orchestration | Static scoring engine is enhanced by RL agent that learns optimal placement over time |
| P-002 Remote Sessions | P-009 On-Prem | Session encryption and audit logging patterns are shared between remote and on-premises deployments |
| P-004 Marketplace | P-005 Fine-Tuning | Marketplace payment rails provide the economic layer for training job settlement |
| P-006 Health | P-008 Chaos | Health monitoring feeds chaos simulation; chaos testing validates health scoring accuracy |
| P-010 Holographic | P-013 Cross-Cultural | Holographic model distribution enables rapid deployment of culturally-adapted models across regions |
| P-012 SLA Calculator | P-006 Health | SLA predictions consume health scoring data; health events trigger SLA recalculation |
| P-011 RL Agent | P-012 SLA | RL placement decisions are constrained by SLA predictions; SLA violations penalise the RL reward function |
| P-007 gRPC | P-008 Chaos | Chaos testing validates gRPC persistent stream resilience during failure injection scenarios |
Competitive Moat
Six-Layer Defensive Position
Physical Layer
Hybrid optical-wireless interconnect (P-001), waste heat recovery, and holographic model distribution (P-010) create barriers at the infrastructure level requiring significant capital and engineering expertise.
Orchestration Layer
Three complementary patents (P-003, P-007, P-011) protect static scoring, gRPC real-time routing, and RL-based adaptive placement — covering the full evolution from rule-based to AI-driven workload management.
Compliance Layer
Data sovereignty patents (P-002, P-009) protect on-premises and remote data residency mechanisms essential for European enterprises under GDPR and critical infrastructure regulations.
Economic Layer
Token marketplace (P-004) and integrated fine-tuning (P-005) protect the business model itself — blockchain escrow, multi-service pricing, and jurisdictional billing enforcement.
Resilience Layer
Health orchestration (P-006), chaos testing (P-008), and SLA calculation (P-012) protect the reliability engineering that enterprise customers require for production AI workloads.
Frontier Layer
Holographic distribution (P-010), cross-cultural AI (P-013), and AI à la Carte (P-014) protect emerging capabilities that create first-mover advantage in next-generation AI infrastructure.
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