Genovation Stack.Architecture & Kernel.

Complete engineering specifications for Genovation’s 4-tier sovereign intelligence architecture, Rust & CUDA kernel acceleration, post-quantum cryptographic primitives, and memory-constrained inference engines.

NIST FIPS 204 (ML-DSA) Validated
Rust + CUDA Native Runtime
Air-Gapped / Zero Cloud Leakage
4-Tier Architecture Specification
From hardware abstraction & compute virtualization up to multi-agent orchestrated reasoning.
NVE + MCAP Inference Profiling
Run 8B models in 4 GB VRAM with 1.5–1.8× faster decoding than llama.cpp on commodity hardware.
Lattice Post-Quantum Privacy Vault
Additive homomorphic encryption and deterministic tokenization for compute over ciphertext without decryption.
ENGINEERING REPOSITORY · v3.2
PQC READY
Select Subsystem:
// NVE Next Vectorization Engine (Rust + CUDA)
pub struct ModelProfile {
target_device: Device::Nvidia("RTX-4060"),
weights_budget: MemoryBudget::VRAM(4 * 1024 * MB),
profiling_strategy: MCAP::GradientFreeLayerProfiling,
speedup_vs_llamacpp: "1.5x - 1.8x Q4_0 on T4",
}
LicensingMIT / Source Available
Deployment100% On-Prem & Air-Gapped
Official Reference ImplementationView GitHub Repo
NIST Validated
Zero Cloud Egress
Air-Gapped Ready

One Intelligence Architecture.
Across Operational Domains.

Genovation connects thousands of multi-domain data sources into a unified, four-tier sovereign intelligence layer underneath strict mathematical and cryptographic guarantees.

TIER 4 · APPLICATIONS

Mentis Multi-Agent Ecosystem

An AI-native operating environment orchestrating specialized agents across enterprise knowledge, research, and high-velocity decision support.

Core agents: Sophia, Aegis, Clavis, Analytica & custom
Tool use, RAG, and governed HITL decision loops
~40% cycle time reduction & ~50% manual effort reduction
End-to-end zero-trust policy boundary enforcement
Primary Interface
Mentis Governed Operating Environment
TIER 3 · SECURITY & PQC

Lattice Post-Quantum Vault

Mathematical privacy vault resisting harvest-now, decrypt-later attacks by computing directly over ciphertext with zero plaintext leakage.

NIST Level 3 ML-DSA (Dilithium3) + ML-KEM (Kyber)
Additive homomorphic encryption (sums & means over ciphertext)
Format-preserving & deterministic tokenization
Tamper-evident hash-chained audit journal
Cryptographic Standard
NIST FIPS 203 / 204 Approved Schemes
TIER 1 & 2 · RUNTIME & DATA

NVE + MIOS Pipeline Engine

Kernel-level vectorization and declarative telemetry pipelines. Connects SCADA, ERP, and streaming sources without application code.

NVE + MCAP: 8B models in 4 GB VRAM (1.5–1.8x faster)
Declarative YAML pipelines auto-publish REST & WebSockets
First-class asset hierarchy: site, plant, line & machine tags
Triality PDE engine: 16 physics modules (<1s 3D FEM solve)
Storage & Runtime
BucketHub + Single-Binary Rust Roles

Smaller Models.
Longer Context. Less Compute.

Genovation’s proprietary attention mechanics and load-time gradient-free profilers enable deep intelligence to run locally on cost-effective enterprise hardware.

NVE + MCAP Engine

Rust + CUDA LLM Inference Engine
MIT LICENSE

Profiles the target device at load time without gradients, calculating optimal layer precision and tiered placement across GPU, RAM, and NVMe SSD so models fit constrained memory budgets.

Decoding Speed1.5–1.8×vs llama.cpp on T4
8B Model Footprint4 GBnormally 16 GB
3B Model Footprint2 GBnormally 6.4 GB
RIT Small Language Models (SLMs)Domain Specific
RIT-1BEdge devices · $150 GPU · 2 GB VRAM
AVAILABLE
RIT-4BEnterprise · RTX 4060 · 8 GB · 69.3% MMLU
AVAILABLE
RIT-7BAdvanced capabilities · Next-gen
COMING SOON
Methodology Paper:arXiv:2604.21026

SDCA Attention

Semantic Distance Compression
PATENT FILED

Tokens are dynamically ranked by semantic relevance to queries. Attention computes on compressed semantic subspace instead of the full sequence, converting quadratic complexity to linear.

Context Window128K+Tokens
Memory GrowthO(n)vs O(n²) quadratic
Efficiency30×Compute gain
Triality Physics Reasoning EngineMIT LICENSE

A deep agent executing over real PDE solvers. Formulates questions into simulation workflows and solves before legacy tools start.

16
Physics Modules
~70 ms
Coupled Analysis
< 1 s
3D FEM Solve (100k+)
Peer-Reviewed Article:Springer Nature (Dec 2024)

Built for the
Post-Quantum Era.

Designed from the kernel level to resist harvest-now, decrypt-later attacks by enforcing NIST post-quantum standards across every identity, message payload, and telemetry event.

The Threat: Harvest Now, Decrypt LaterAdversaries capture and archive encrypted enterprise data today, awaiting quantum compute to compromise classical RSA and ECC keys.
Genovation Post-Quantum PrimitivesAll transactions signed and protected with NIST Level 3 post-quantum schemes (FIPS 204 ML-DSA Dilithium & FIPS 203 ML-KEM Kyber).
Tamper-Evident Journal: Every agent reasoning step is recorded into a hash-chained audit log where a single mutated byte is immediately detected.
Approved Cryptographic Stack
Dilithium3 (ML-DSA)FIPS 204 Standard

NIST Level 3 post-quantum signatures for identities, tokens & transactions.

Ed25519Dual-Signed

Classical signature support paired with Dilithium in every hybrid signature.

AES-256-GCMData at Rest & Transit

Authenticated encryption for data stores, audit payloads and volume snapshots.

HKDF-SHA-256Per-User Data Keys

Secure key derivation with strong entropy separation per tenant and user.

Argon2id64 MiB Memory Cost

Memory-hard hashing resistant to GPU brute-force (64 MiB memory cost).

Additive HomomorphicZero Plaintext Seen

Executes mathematical sums, counts, and weighted means over ciphertext.

Zero-Trust Architecture100% Deterministic Lineage

From Signals
to Governed Action.

How multi-domain telemetry flows through Genovation’s zero-trust stack to deliver explainable, cryptographically verifiable decisions.

01

Signal Connect

Telemetry ingested across 7 domains via declarative YAML pipelines with automated REST and WebSocket endpoints.

Sub-10ms Intake
02

Lattice Vault

Sensitive fields tokenized and encrypted with post-quantum primitives; compute runs over ciphertext.

Zero Plaintext
03

Agent Reasoning

Sophia, Aegis, and Analytica decompose complex inquiries, executing tool calls with human-in-the-loop gates.

Multi-Agent Loop
04

Auditable Action

Decisions dispatched with Dilithium3 signatures and registered into tamper-evident hash-chained logs.

FIPS 204 Signed

Technical Specifications & Engineering Access

Direct access to whitepapers, open-source repositories, and our principal systems architects.

Technical Whitepapers

Architecture & PQC Spec

Complete 28-page enterprise dossier covering 4-tier stack, Lattice PQC, and SLM benchmarks.

Request Verified PDF
Open Source Engines

GitHub Repositories

NVE, MCAP profiler, and Triality physics solver published under permissive MIT licenses.

github.com/genovationtech
Direct Inquiries

Systems Architects

Direct technical consultations regarding air-gapped deployments, hardware sizing, and GRC clearance.

engineering@genovation.ai
Genovation Technological Solutions Pvt. Ltd.Enterprise Intelligence. Sovereign by Design.