The Cognitive Sandbox

The AI-Driven Lab for Zero-Setup Learning.

Instant access to AI Labs, Virtual Machines, and Cloud Consoles.Launch in just 60 seconds.

Learner
Python
Docker
K8s

AIXL Engine

Orchestrator

VS Code CDE
Instant Container
CLI Labs
K8s & DevOps
Windows VDI
Power BI / SAP

The Ultimate AI-Native
Lab Platform.

Multi-IDE. Multi-Cloud. Zero Friction.

AI-Native Workspace

Full VS Code & JupyterLab.
In the Browser.

Not just an editor. A full-blown environment with in-browser VMs, Shell, Extensions, Terminal, and Copilot support.

lab_session.ipynb — AIXL Workspace
1
2
3
4
import torch
from transformers import AutoModel

# Specialized Enterprise Runtime
model = AutoModel.from_pretrained("enterprise-v1")

AI-Native Core

Pre-configured environments with cutting-edge AI/ML frameworks and tools.

Python & Jupyter
PyTorch & TensorFlow
LangChain & LlamaIndex
OpenAI & Anthropic APIs
Azure Foundry & AI Studio
Live Cost Control
Region: US-East-1

Native Cloud Consoles

Guided labs for Hyperscalers. Live or simulated consoles.

AWS
GCP
Azure

High-Performance VDI

Windows 11UbuntuKali Linux

Stream full desktop environments at 60fps directly in the browser. No plugins, no RDP clients.

Guided DevOps Labs

Complete hands-on environments for mastering infrastructure.

Kubernetes Clusters
Docker Containers
Ansible Playbooks
Terraform & Prometheus

Technology Stack

Policies. Security. Performance.

Native support for 35+ industry-leading technologies.

OpenAI
OpenAI
Anthropic
Anthropic
Meta AI
Meta AI
Gemini
Gemini
Hugging Face
Hugging Face
LangChain
LangChain
Python
Python
PyTorch
PyTorch
Microsoft
Microsoft
AWS
AWS
Google Cloud
Google Cloud
Ubuntu
Ubuntu
Docker
Docker
Kubernetes
Kubernetes
Postgres
Postgres
NVIDIA
NVIDIA
10K+
Lab Hours
35+
Integrations
15+
Global Regions
100%
Enterprise Compliant

The Full Cycle

Complete your AI Enablement Stack.

Labs are just the sandbox. Connect them with verified assessment and expert training.

The Parent Company

AIXL Academy

The leaders in instructor-led corporate AI training. We don't just build labs; we train the teams that use them.

Agentic AI
No-Code Agents
AI for Leaders
SAP BTP AI
LLM Fine-Tuning
View All Courses
Visit Academy
Critical Missing Step

Training completed.
But are they ready?

Don't fly blind. Replace static MCQs with Expert AI Agent conversations to Detect Skill Gaps and False Signals.

NEW
Technical
85/100
Readiness
92%
Behavioral
Adaptive

Instant-Start Templates

Don't start from scratch. Deploy production-grade environments in seconds.

Instant VDI

Full Windows 11 or Ubuntu desktop streamed at 60fps. No VNC clients needed.

Windows 11Ubuntu60fps

AI Research Lab

JupyterLab optimized for ML with PyTorch 2.0, CUDA drivers, and pre-loaded datasets.

PyTorchJupyterCUDAPython 3.11

Modern Full Stack

Complete Next.js 14 environment with Springboot, Postgres, and authentication ready to go.

Next.jsPostgresSpringbootTypeScript

DevOps Cluster

Multi-node K3s cluster with Helm, Prometheus, and Grafana pre-configured.

KubernetesHelmPrometheusGrafana
System Status: Online

The Platform Engine.

Beyond simple labs. A complete orchestration layer managing cost, security, and identity at enterprise scale.

Application Lab

Zero-Trust Exposure

ActivePort: 3000-8000

Instantly expose running web apps and APIs via secure, ephemeral tunnels. Protected by our zero-trust proxy—no public internet exposure required.

  • Dynamic Port Mapping
  • Authenticated Sharing
  • Edge SSL/TLS Termination
Container :3000Proxy LayerStudent View
GET /api/v1/health
Status: 200 OK
Latency: 24ms

Hyperscaler

Managed Identity

No static keys. We inject short-lived IAM credentials directly into the environment. Native access to AWS Console, Azure Portal, and GCP.

aws
Federated User
az
Service Principal

Smart Scheduler

Cost Intelligence

$0.00
Wasted Spend

Labs auto-hibernate after idle user detection. Start/Stop logic is tied to class schedules. Prevents weekend billing surprises.

09:00Auto-Scale18:00

Enterprise RBAC

Granular Governance

Define who can launch what. Isolate datasets between teams. Audit logs for every keypress and API call ensure full compliance.

AdminAll Access + Billing
InstructorManage Course + View Student Labs
StudentLaunch Lab (Read-Only IAM)

Enterprise Scale.

Built for rigorous compliance, governance, and security requirements. Deploy with confidence.

Federated Identity

SAML 2.0 & OIDC integration with Okta, Azure AD, and Google Workspace.

VPC Peering

Direct private connectivity to your existing cloud VPCs. No public exposure.

Data Sovereignty

Guarantee data residency with region-locked deployments (US, EU, APAC).

Custom Policies

Define granular OPA (Open Policy Agent) rules for resource usage.

Infrastructure as Code

Define labs via YAML/Terraform blueprints. Version control your environments.

Headless Architecture

Full programmatic access via REST and GraphQL APIs for custom portals.

Built for the AI-Native Era.

From training Agentic AI swarms to full-stack DevOps. Launch complex environments in seconds, not hours.

Priority Use Case

Agentic AI & LLMs

Drastically Reduced Inference Costs. Run multi-agent swarms using local LLMs (Llama 3, Mistral) directly in the browser.

Zero configuration required—students get a pre-warmed environment with LangChain & AutoGen installed instantly.

Local
Inference Included
1-Click
Instant Launch

Copilot Training

Seamless UX. Skip the "it doesn't work on my laptop" chaos. Every student gets an identical, pre-authenticated VS Code environment in seconds.

Spark & Data

Optimized Compute. Spin up ephemeral Spark clusters efficiently. Auto-hibernation ensures you only pay for active learning time.

DevOps Training

Risk-Free Environments. Give every student their own Kubernetes cluster. Crash it, reset it, learn faster without risking production bills.

Full Stack

Frictionless Workflow. Automated port forwarding gives instant preview URLs. Focus on coding, not configuring networks.

UX Guarantee
"It just works". Zero dependency issues.
Cost Efficiency
Advanced hibernation to minimize waste.
On-Demand Infrastructure

Pay only for what
you actually use.

No wasted capacity. No rigid tiers. Just pure, scalable compute tailored to your exact curriculum needs.

Consumption Based

Billed only for active lab minutes. Auto-hibernation stops the clock when students take a break.

Custom Specs

Define the exact CPU, RAM, and GPU resources for each lab type. Never overpay for idle power.

Volume Discounts

Significant savings for universities and large bootcamps deploying 100+ concurrent environments.

Build Your Lab Package

We don't believe in generic "Pro" plans. Tell us your exact requirements—cohort size, hardware needs, and duration—and we'll architect a cost-efficient proposal for you.

No credit card required • Response within 24 hours

Frequently Asked Questions

Everything you need to know about AIXL Labs

How does the hibernation engine work?

Our smart hibernation engine automatically pauses idle labs after a configurable period (default 15 minutes). The lab state is saved as a snapshot, and when the learner returns, the lab resumes exactly where they left off—in under 30 seconds. This reduces cloud costs by 70-90% compared to always-on VMs.

Can we use our own cloud account?

Yes! AIXL Labs supports 'Bring Your Own Cloud' (BYOC) for Enterprise plans. You can deploy labs in your existing AWS, Azure, or GCP accounts, giving you full control over data residency and billing.

What's the pricing model?

We operate on a pure on-demand consumption model. You only pay for the exact compute resources (CPU/GPU/RAM) used during active lab sessions. We also offer significant bulk discounts for large cohorts or university-wide deployments. Contact us for a custom quote tailored to your curriculum.

How secure is the lab environment?

Each lab runs in a completely isolated container or VM with network sandboxing. We're SOC 2 certified, GDPR compliant, and support SSO/RBAC for enterprise security. All data is encrypted in transit (TLS 1.3) and at rest (AES-256).

What happens to learner data?

Learner code and progress are saved in their individual namespaces and can be exported anytime. For Enterprise plans, you have full control over data retention policies. We never use customer data for training AI models.

Do you support Windows-based training (Power BI, SAP)?

Absolutely! Our VDI Engine provides full Windows desktop environments via HTML5, perfect for Power BI, SAP GUI, MS Project, and other Windows-only tools. No RDP clients needed—everything runs in the browser.

Can trainers see what learners are doing in real-time?

Yes! Trainer God Mode provides a mosaic view of all active labs, shadow mode to watch learners' screens, code broadcast to share solutions, and real-time logs for debugging. Trainers can even take over a learner's session to provide hands-on help.

What cloud regions do you support?

We support 15+ regions across AWS, Azure, and GCP including US East/West, EU (Frankfurt, Ireland), Asia Pacific (Singapore, Sydney, Mumbai), and more. Enterprise customers can request specific regions for data residency compliance.

Still have questions?