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Pre-launch / First modules December 14, 2026.Training the AI/ML Security Engineer.

Course labs / Lab environment

Every lab runs on SIFT.

Lessons and community launch on Skool. The hands-on labs for every sicurity.ai course run on SIFT, the backend virtual environment that ties each lab to the AI resources the work needs.

SIFT / the environment behind every lab

Background

What SIFT does in a lab.

SIFT is the environment underneath every course and lab. A module sets the problem; the lab is where you build and test; SIFT connects that work to the AI resources it needs.

One environment across all tracks keeps labs consistent, so defenders can practice reconstructing what an AI system or agent did and why in a familiar place every time.

Current status

Planned, not shipped.

Skool remains where lessons and community live. SIFT is where labs run. It does not replace Skool.

Course lessons
Launch on Skool with the community
Lab environment
SIFT, the backend virtual environment
Modification
Connects each lab to AI resources
Module labs
Not accessible yet
Build, setup, access, costs
Stated with each module before use

Build details, setup, access and any costs will be stated with each module before use.

Keep your judgment. Build your skills.

The AI/ML Security Engineer
role starts here.