HHYBTTECHNOLOGIES, INC.
PRIVATE AI PRODUCT PLATFORM

Build your own commercial LLM.

Fine-tune licensed 8B–12B open-weight models locally through the integrated JupyterLab environment. Keep sensitive data on your DGX Spark. Extend approved workloads to hyperscale through HYBT Sovereign Bridge.

JupyterLab integratedLoRA / QLoRA workflowsLocal-first data plane
NVIDIA DGX Spark product
COHERENT MEMORY128 GB
RECOMMENDED FT RANGE8B · 9B · 12B
Official NVIDIA product photography
01ComputeUp to 1 PFLOP FP4
02Memory128 GB unified
03Storage4 TB NVMe
04NetworkConnectX-7 · 200 Gb/s
NVIDIA Inception Program
VERIFIED PROGRAM STATUS

HYBT Technologies, Inc. is a member of NVIDIA Inception.

HYBT participates directly in the NVIDIA Inception program and manages a DGX Spark allocation workflow for qualified organizational buyers, subject to device availability and applicable NVIDIA program terms.

UNITED KINGDOM / TRADE MARKHYBT®

UK registered trade mark UK00004301576 · Classes 9, 35, and 42 · registered owner AISC Technologies Ltd.

ENTERPRISE ECOSYSTEMIBM Partner Plus

HYBT Technologies, Inc. holds Registered tier status in the IBM Partner Plus program.

NVIDIA Inception membership is not an endorsement, partnership, or certification by NVIDIA. NVIDIA and the NVIDIA logo are trademarks and/or registered trademarks of NVIDIA Corporation.

THREE OPERATING MODES

One local system.
Three commercial paths.

01
FT

Fine-tune your domain model

Adapt a commercially permitted 8B, 9B, or 12B base model with LoRA or QLoRA, your governed dataset, evaluation suite, and brand-specific deployment package.

Explore the workflow
02
SB

Connect to hyperscale safely

Use HYBT Sovereign Bridge for policy-controlled cloud agents, minimized payloads, two isolated encrypted tunnels, and an auditable local-to-cloud boundary.

View the bridge
03
NV

Run NVIDIA model families

Deploy Nemotron, NIM microservices, NVIDIA Playbooks, and supported agent workflows locally without turning the system into a cloud-only endpoint.

Browse official resources
NVIDIA DGX Spark research environment
ResearchNVIDIA OFFICIAL MEDIA
NVIDIA DGX Spark development environment
DevelopmentNVIDIA OFFICIAL MEDIA
NVIDIA DGX Spark local ai environment
Local AINVIDIA OFFICIAL MEDIA
NVIDIA DGX Spark dgx evolution environment
DGX evolutionNVIDIA OFFICIAL MEDIA
NVIDIA DGX Spark research environment
ResearchNVIDIA OFFICIAL MEDIA
NVIDIA DGX Spark development environment
DevelopmentNVIDIA OFFICIAL MEDIA
NVIDIA DGX Spark local ai environment
Local AINVIDIA OFFICIAL MEDIA
NVIDIA DGX Spark dgx evolution environment
DGX evolutionNVIDIA OFFICIAL MEDIA
01 / LOCAL MODEL FACTORY

From a licensed base model
to your commercial AI product.

DGX Dashboard includes integrated JupyterLab. HYBT adds a repeatable repository workflow for data preparation, parameter-efficient tuning, evaluation, adapter export, and controlled serving.

01

Select

Choose an open-weight model whose license permits your intended commercial use.

02

Prepare

Curate, classify, and govern the domain dataset inside the local environment.

03

Tune

Run LoRA or QLoRA in JupyterLab with an 8B–12B recommended operating range.

04

Evaluate

Compare the adapted model against task-specific quality and safety criteria.

05

Package

Export adapters or a permitted merged artifact with model card and deployment controls.

06

Deploy

Serve locally under your product identity or route approved tasks through Sovereign Bridge.

HYBT / JUPYTERLAB / LORA_PIPELINE.IPYNB
IN [ 04 ]model = load_base_model(
  license_checked=True,
  quantization="4bit"
)
IN [ 05 ]adapter = train_lora(
  dataset="local://governed",
  export="brand-model-v1"
)
INTEGRATED DEVELOPMENT ENVIRONMENT

Start in the browser. Compute stays on the system.

Each JupyterLab working directory can create its own virtual environment with recommended packages. HYBT repositories provide the reproducible training and deployment layer.

Commercial rights depend on the base-model license, source dataset rights, and export method. Fine-tuning does not replace those obligations.
02 / HYBT SOVEREIGN BRIDGE

Local intelligence.
Hyperscale reach.

A subscription access layer for cloud agents and accelerated services without exposing the entire local data plane.

View Bridge Access
LOCAL ZONEDGX SparkModels · RAG · datasets
AES-256
HYBT POLICY GATEPII minimizationTokenization · allowlist · audit
AES-256
HYPERSCALE ZONECloud agentsApproved tools · burst compute
01

Two isolated tunnels

Independent encrypted transport segments separate the local node, policy gate, and approved cloud route.

02

Data minimization

Sensitive PII remains blocked from outbound flows; only policy-approved, minimized, tokenized, or pseudonymized payloads may cross.

03

AES-256 payload protection

Application payloads are encrypted, with keys and tunnel credentials managed independently from model workflows.

04

Auditable boundary

Every approved connector, route, payload class, and agent action is designed for review and operational logging.

03 / NVIDIA MODEL ECOSYSTEM

Official models, runtimes,
and validated playbooks.

NVIDIA NIM · 9B

Nemotron Nano 9B

NVIDIA reasoning and chat model for instruction following, coding, RAG systems, and agent workflows.

Open in NVIDIA NGC
NVIDIA NIM · 12B VLM

Nemotron Nano 12B VL

Vision-language model deployment path available from NVIDIA Build for supported self-hosted environments.

Open NVIDIA Build
OPEN SOURCE · PLAYBOOKS

DGX Spark Playbooks

NVIDIA-maintained setup guides for PyTorch, NeMo, Unsloth, LLaMA Factory, Nemotron, NIM, agents, and inference runtimes.

Open GitHub repository
PATH 01 / ORGANIZATIONS

Deploy your Private AI system.

Review the system, official hardware reference price, technical specifications, Fine-Tuning Studio, and Sovereign Bridge options.

Private allocationHardware-only price confirmed in the order · logistics, duties, taxes, and services are separate
Configure & Buy
PATH 02 / REGIONAL INTEGRATORS

Apply for regional authorization.

Complete an institutional qualification form covering market presence, verified business identity, deployment capability, annual volume, support capacity, and compliance declarations.

Start Partner Application