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MOI Core

MOI Lite

Who am I?

AI is already inside real work.
Reading internal data, touching tools, shaping decisions, triggering automations.

The problem is not generation.
The problem is control.

MOI Core is an operational control architecture for enterprise automated workflows.
Designed as a bulletproof command over the friction caused by unstructured implementation. With absolute governance over the workflow disruption of unguided algorithms.

It decides what the system can retrieve, route, validate, audit, escalate, approve, execute, and record before model output becomes action.

The model generates.
MOI controls the conditions of trust.

MOI Lite is the public runtime demo.
MOI Core is the full system thesis.

Not AI hype.
Not “Prompt Engineering”.
Not another "AI RAG B2B SaaS - Let's get rich" system.

A control method — A way of thinking;
For those who feel the pain.

Overview

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LinkedIn

I’m Gustavo H. Banck — A technical artist, pipeline architect, and systems-minded creator working at the edge of production tooling, AI workflows, and operational control.

I built MOI because I got tired of watching AI being sold as magic while real workflows were still breaking from bad context, dead instructions, mixed sources, buried decisions, and unsupported outputs.

My background comes from AAA Game Development production: tools, assets, pipelines, handoff, validation, and the ugly place where “almost correct” becomes expensive. MOI is the result of that mindset applied to AI.

I’m not trying to build a smarter model.

I’m building the control layer around the model: the part that decides what the workflow is allowed to trust, use, escalate, approve, and deploy.

Better prompts do not fix contaminated context.
Restricted data do not garantee a clean handoff.

Logic does.

Founder Profile

Contact

MOI Lite is the public runtime demo of MOI most basic principles.

It is a backend-backed demo for AI-assisted workflow control: structured intake, claim classification, evidence separation, gate checks, output audit, retry control, and safe handoff.

The point is simple:

The model can generate.
MOI decides what the workflow is allowed to trust.

MOI Lite does not treat a confident answer as proof.
It does not treat a declared approval as verified authority.
It does not let unsupported claims move forward as if they were facts.

Instead, it separates:

* what was said;
* what has evidence;
* what was approved;
* what still needs human decision;
* what must be blocked.

The demo shows the core behavior of MOI in public scope: a small runtime with strict boundaries, evidence-aware review, and refusal to turn unsupported input into operational truth.

Not a prompt pack.
Not a chatbot trick.
Not magic automation.

A public demo for evidence-gated AI workflows.

Small runtime.
Big teeth.


About Lite

Link

Live Public Demo for ChatGPT.

Saying something is not proof.
Proving something is not approval.
Approval does not make it true.

claim ≠ evidence ≠ approval ≠ execution

Cute. Prove it.

Let’s see who can handle the little monster.

Traceability, security, and control. Rules, gates & auditing for strict flows; optimized paths for trusted ones. Traceability, security & control for a seamless handoff with zero surprises.

MOI Lite Demo — Pipeline Breakdown 

Pipeline Graph