AJ.
Automation Lab · Build in Public

Researching systems.
Building workflows.
Documenting the work.

A living record of enterprise automation products, higher education experiments, AI-assisted systems, and the questions that have to be answered before useful technology reaches production.

/ ACTIVE DIRECTORY

What I’m
building now.

Statuses are intentionally honest. A concept is not a product, and a prototype is not production. This lab shows the progression.

01 · Enterprise AIPrototype

PantherTech AI

A secure local-AI pilot exploring useful internal agents, model strategy, infrastructure, governance, and staff adoption.

Next

Validate high-value internal use cases and controlled team workflows.

Updated August 2026
02 · Higher Education AutomationResearch

Employee Lifecycle Manager

A coordinated workflow concept for onboarding, role changes, access requests, approvals, and offboarding.

Next

Map stakeholders, approval paths, and audit requirements.

Updated August 2026
03 · IT OperationsIn Development

Application & Certificate Monitor

An operational system for tracking application registrations, certificate expiration, ownership, and follow-up actions.

Next

Expand notifications, ownership visibility, and reporting.

Updated August 2026
04 · AI + Knowledge SystemsConcept

Higher Education Knowledge Assistant

An AI-assisted search experience for policies, procedures, documentation, and institutional knowledge.

Next

Define source governance, permission boundaries, and evaluation criteria.

Updated August 2026
05 · Process AutomationConcept

Campus Forms & Workflow Engine

A reusable foundation for digitizing forms, approvals, routing, notifications, and administrative processes.

Next

Identify shared workflow patterns across institutional departments.

Updated August 2026
06 · Identity & AccessResearch

IT Access Request Center

A structured intake and approval experience for access requests with better ownership, status, and audit visibility.

Next

Model request types, approval rules, and provisioning handoffs.

Updated August 2026
/ HOW PROJECTS MATURE

Problem before
platform.

01

Understand

Document the operational problem, people involved, current process, risks, and why it matters.

02

Design

Map the workflow, decision points, data, integrations, permission boundaries, and human handoffs.

03

Prototype

Build the smallest useful system that can test the assumptions without pretending it is production-ready.

04

Validate

Evaluate usefulness, reliability, privacy, maintainability, adoption, and the next investment decision.

/ COLLABORATE

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