CertifiedAI ENGINEERING Discuss a project

Public build journal

Engineering projects and demonstrations.

Architecture, working demonstrations and honest notes from the process of building AI systems. Projects are labeled by their actual stage.

In development / enterprise reference build

Production-minded AI agent

A demonstrator exploring tool use, human approval, regression evaluation, observability and secure execution.

Focus
AI agent engineering and operations
Planned stack
Python, model APIs, tool interfaces, OpenTelemetry
Artifacts
Architecture overview, implementation notes, technical video
Planned / SMB reference build

Retail operations copilot

A demonstration showing how representative transaction and inventory data can surface operational exceptions and suggested actions.

Focus
POS data, inventory and reporting
Planned stack
Python, SQL, dashboard, optional AI summarization
Artifacts
Sample data, integration assumptions, product walkthrough

Engineering notes.

Practical writing about designing AI systems that hold up outside the demo.

Agent engineering

What actually makes an AI agent production-ready?

Business automation

When is an AI workflow worth automating?

Discuss your AI project.

Tell me what you need to integrate, automate, or make more reliable.

Discuss your project