XCUBEby Enlight Corp

Connect your company's data
to your own AI.

X Cube is an enterprise private AI platform: your data stays in your environment, and you control the compute.

Surface
Team AI chat
API
OpenAI-compatible
Context
Knowledge Q&A with citations
Models
42 on-prem · 5 cloud
Local
DGX Spark · GB10 128GB
Tools
MCP server / client
Control
Per-key budget · rate · allowlist
Trust
Tenant isolation · audit
ai@enlightcorp.com.twScroll: one X Cube, seen differently by people and by agents ↓
For your team
SURFACE · CHAT

Use it right away

Employees open a browser to chat, search documents, and organize work — no code needed.

ACCESS · API

One line to connect

Products already on the OpenAI SDK just point the base URL at X Cube.

CONTEXT · DOCS

Answers with sources

Upload SOPs, specs, and contracts; answers come from company knowledge and cite it.

MODEL · OPEN

No lock-in

42 on-prem and 5 cloud models, chosen by cost, speed, and data governance.

LOCAL · GB10

Data stays home

Sensitive data and inference stay on your own NVIDIA DGX Spark / GB10 nodes.

CONTROL · USAGE

Visible and governed

Every key has a budget, rate limit, and model allowlist, and can be frozen; sending or paying always asks you first.

For your agents
SURFACE · CHAT

The same chat capability

POST /v1/chat/completions The same models and settings your people use.

ACCESS · API

No scraping needed

/llms.txt/v1/openapi.json/mcp Read once and know how to connect.

CONTEXT · DOCS

The same knowledge

/v1/rag/query Citations come back, so agents work from what people see.

MODEL · OPEN

Pick models still in service

/v1/catalog Check models and their lifecycle without a key, and skip the ones retiring soon.

LOCAL · GB10

One API, on-prem or cloud

On-prem and cloud speak the same API format, so changing deployment changes nothing for callers.

CONTROL · USAGE

Limits are documented

402429403 402: stop and tell a human. 429: back off. 403: switch models.

X Cube

Six faces, one X Cube.

People and agents share the same models, the same knowledge, and the same permissions — so what agents use and spend shows up in the same console people already manage.

For humans

Bring X Cube in

Enlight Corp helps enterprises bring an AI platform and AI agents into their own environment — chat, APIs, open models, and on-prem GB10, with data kept inside.

Teams with an account sign in directly; for new companies we first confirm the deployment model and data scope.

For AI assistants

Let your AI assistant evaluate first

Paste this line into ChatGPT, Claude, or your AI assistant. It compares X Cube with your needs, lists where it fits, and drafts an inquiry you decide whether to send.

Read https://xcube.enlightcorp.com.tw/for-agents.md and tell me whether X Cube can help us run AI agents on-prem.
How it evaluates, and what it always asks first →
DataStays in your environmentOn-prem nodes / private deployment
APIOpenAI-compatibleChange the base URL to connect
LocalGB10 · 128GBNVIDIA DGX Spark unified memory
Models42 on-prem modelsFrom /v1/catalog · 2026-10-04
WHY X CUBE

Make LLMs a controllable work framework.

FRAME · 01

More Than a Chat UI

Chat + API

X Cube gives employees a direct workspace and gives engineers the same AI capability through APIs.

  • Browser chat
  • API integration
  • Shared model and knowledge layer
MODEL · 02

Not Locked to One Model

Open model ready

Teams can choose models based on cost, performance, data governance, and language quality.

  • Open model path
  • Cloud / local options
  • Task-based model choice
LOCAL · 03

Ready for Local Deployment

DGX Spark / GB10

When data needs to remain in your environment, X Cube can move toward DGX Spark-based local deployment.

  • Local inference node
  • Data control
  • Practical rollout path
How it connects

From entry points to on-prem models.

X Cube connects chat, APIs, company knowledge, open models, and DGX Spark local nodes into one rollout path.

01

Ways to use使用入口

  • Chat
  • API
  • OpenAI SDK
  • MCP
  • Automation
02

Company context企業資料

  • Documents
  • Knowledge Base
  • SOP
  • Internal FAQ
03

Model options模型選擇

  • Open Models
  • Cloud Models
  • Model Switch
  • Cost Control
04

Deployment部署環境

  • Cloud
  • DGX Spark
  • GB10
  • Private Network
For developers

After rollout, existing systems connect with the OpenAI SDK

Once deployed, products already using the OpenAI SDK only change the base URL and key. On-prem, the base URL is your own host.

Base URL
https://<your-xcube-host>/v1
Auth
Bearer sk-xcube-…
Key
Issued by your organization's admin
Limits
Every key has an RPM and monthly budget cap
# List the models your organization can use
curl https://<your-xcube-host>/v1/models \
  -H "Authorization: Bearer $XCUBE_API_KEY"

# Python — change base_url only
client = OpenAI(
  base_url="https://<your-xcube-host>/v1",
  api_key=os.environ["XCUBE_API_KEY"],
)
Industry updates

AI Industry Updates

Frontier models, agent protocols, and enterprise AI platform practice. Every article carries its source, a key answer you can quote, and a Markdown copy for AI assistants.

Cover image for How Autonomous Should an Agent Be? Designing Approval Gates by the Human's Role
X Cube PerspectiveAgent Platform Practice

How Autonomous Should an Agent Be? Designing Approval Gates by the Human's Role

Key answer

Enterprise agent autonomy should be designed around the human's role: low-risk actions such as reading, searching, and drafting run automatically; irreversible or external actions such as sending, paying, or writing to outside systems need human approval; and forbidden actions are listed explicitly. Research shows trust is calibrated per task and that GUI agents are easily misled by dark patterns.

View all industry updates
FAQ

FAQ

What is X Cube?

X Cube is an enterprise private AI platform with team chat, an OpenAI-compatible API, knowledge-base Q&A, and open models. It runs in the cloud or on NVIDIA DGX Spark / GB10 nodes on-prem, keeping data in an environment the company controls.

Does our data leave the company?

With an on-prem deployment, inference runs on your own GB10 nodes and data stays inside. If you use cloud models, those requests go to the model provider; admins can restrict which models the organization may use.

Can we connect with our existing OpenAI SDK?

Yes. Point the base URL at /v1 on your X Cube host and authenticate with an sk-xcube API key. Chat completions, completions, embeddings, responses (subset), and knowledge-base queries are supported.

Which models does X Cube support?

As of 2026-10-04, the public catalog lists 5 cloud models (GLM-5.1, GPT-4o, GPT-4o mini, Claude Sonnet 4.6, Claude Opus 4.7) and 42 available on-prem models, including Qwen3, DeepSeek V4, GLM-5.2, gpt-oss, Whisper, and FLUX. See /v1/catalog for the full list.

Can X Cube help us adopt AI agents?

Yes. Once X Cube is deployed in your environment, agents reach internal tools through MCP, agent runs can require human approval or rejection, and every API key has a budget, rate limit, model allowlist, and freeze. To check fit first, ask an AI assistant to read for-agents.md; it lists where X Cube fits and drafts an inquiry. See how an AI assistant evaluates →

How do we get started?

Teams with an account sign in to X Cube Chat. Companies new to X Cube email ai@enlightcorp.com.tw to book a consultation; we first confirm the deployment model (cloud or on-prem) and data scope.