AI Engineer · SDET Architect · Agentic Systems Builder
I build AI systems and the engineering infrastructure around them: turning messy real-world inputs into structured workflows with validation, automation, and tests.
Portfolio: jenr8edai.com
A multimodal e-commerce AI workflow under active development for product intake, image analysis, valuation, category mapping, listing drafts, and human review. Marketplace integration is being developed; this is not a deployed product claim.
Current state: active architectural migration toward FastAPI + Pydantic/SQLModel + PostgreSQL + React/Next.js, with ongoing performance and regression-test work.
AI engineering + SDET architecture + agentic workflows + DevOps
I focus on the layer often missing from AI demos:
How do we know the system is behaving correctly, and how do we reproduce, measure, and improve it?
That means typed contracts, evaluation harnesses, regression tests, human review steps, and deployment automation.
| Project | What it is | Status |
|---|---|---|
| AI-List-Assist | Multimodal listing workflow and validation work | Active build; migration in progress |
| sqatester | React/Vite source and test examples for a quality-engineering portfolio | Source available; hosted demo unavailable |
| jenr8ed-deploy-kit | Deployment templates, checklists, and migration notes | Tooling documentation; execution example under review |
The terminal portfolio source and the experimental AI List Assist lab are private. The public portfolio destination is jenr8edai.com.
An emerging AI workspace architecture for agent state, tools, project context, deployment, and human approval. Its integration components remain prototypes pending deployment and security validation.
AI / Agentic: Python · Gemini · multimodal AI · prompt engineering · model routing · structured outputs · evaluation
Testing: PyTest · API testing · regression automation · CI/CD
Application: Flask · FastAPI (migration) · React · TypeScript · TailwindCSS · REST APIs
Data / Infra: PostgreSQL · SQLModel · Redis · Docker · GitHub Actions · Vercel · Cloudflare
Security focus: input validation · secrets hygiene · human approval boundaries
JenR8ed: building agentic systems with SDET discipline.