Applied AI & Product Engineering
The portfolio documents a practice that combines AI model evaluation, AI-assisted software development, automation, data systems and product engineering rather than treating AI as an isolated model demo.
Professional experience since 2023 in AI training, multilingual model evaluation, annotation quality and structured evaluation.
Projects such as TourPilot connect architecture, data handling, authorization, deployment and operational workflows.
The documented development workflow uses Claude Code and Codex as engineering tools alongside deterministic application logic and review controls.
n8n and integration workflows are used for messaging, email, operational processes and human-in-the-loop automation.
Representative evidence
What this supports
- Applied AI practitioner with model-evaluation and product-building experience.
- AI-assisted engineering workflows combined with conventional software safeguards.
- Cross-domain work spanning tourism operations, search intelligence, health-oriented prototypes and AgriTech.
Evidence boundary
This portfolio does not claim foundation-model training ownership, frontier-model authorship or autonomous production decisions. AI tools are presented as components of engineering and evaluation workflows.