32B reasoning core
A self-hosted 32B AWQ model served through vLLM for private, controlled inference.
Working MVP · Private beta
Governed enterprise AI for decisions that can be traced.
MBAI Enterprise Reasoning Platform connects private knowledge, model reasoning, human approval and auditable actions—without turning sensitive work into disposable chat history.
32B active model core2023→ independent R&DEU GPU environment
DECISION WORKSPACE
What should we do—and why?
Context is retrieved, reasoning is structured and actions remain behind explicit approval.
01 Evidence02 Reasoning03 Approval
GPU beta environment operates on a planned schedule. This permanent page remains available while the high-memory inference environment is offline.
THE PRODUCT
From private company knowledge to governed AI action.
K.U.B.R.A. Genesis V14 is the technical architecture behind MBAI Automation’s enterprise reasoning platform.
Retrieval & memory
Private knowledge retrieval and persistent project context under active product development.
Identity-aware flows
Role and identity checks shape what the system can see, recommend and execute.
Controlled approvals
Human approval boundaries keep consequential actions reviewable and auditable.
WORKING MVP
Product evidence, not a concept page.
The screenshots below are captured from the deployed K.U.B.R.A. Genesis V14 private beta.
Private beta interface · 32B coreVALIDATED NOW
Deployed and tested
- Self-hosted 32B AWQ model core
- vLLM inference service
- Secure application gateway
- Identity and prompt-injection test flows
- Working web-based beta interface
16-SECOND PRODUCT WALKTHROUGH
See the deployed interface and a real reasoning trace.
This short visual walkthrough uses captures from the live private beta. No conceptual mockups are presented as product evidence.
CONTROLLED BY DESIGN
A decision layer—not another chat wrapper.
The reasoning model is only one part of the system. Identity, retrieval, policy and explicit human approval form the operating boundary around it.
Private context
→Reasoning
→Approval
→Auditable action
TECHNICAL REVIEW
Need to test the live 32B environment?
The GPU environment is activated in controlled review windows to manage infrastructure cost. Program reviewers and qualified partners can request a live session or test credentials.