# Hamza Ait Ami

Public professional overview and project-fit guide.

Updated: 26 October 2026.

- Website: https://aitami.me/
- Contact: [hamza@aitami.me](mailto:hamza@aitami.me)
- LinkedIn: https://www.linkedin.com/in/hamzaaitami
- Based in Casablanca, Morocco
- Primary working languages: English and French
- Spanish: Basic
- Arabic: Native

## Professional focus

Technical Lead and AI Agent Orchestration Engineer working across generative AI, backend architecture, AWS and full stack product delivery. Experience includes card payments (monétique), fintech, wallet and loyalty platforms, logistics, public-service SaaS and a confidential multimodal GenAI product.

## Work preferences

Remote work is the priority. Open to full-time technical lead and engineering roles, freelance engagements and independent projects. Based in Casablanca, Morocco, with English and French as the primary working languages. Confirm availability, scope and commercial terms directly.

## AI agents and automation

- Hands-on use of Claude Code, Codex, Cursor and n8n.
- Task decomposition, context preparation and coordination of implementation, investigation, review and testing.
- Model Context Protocol (MCP), tool calling and workflow integrations.
- Human review, clear task boundaries and validation of agent outputs.

## Generative AI and local LLMs

- Local LLM inference experiments and workflow prototyping with Ollama.
- Integration of OpenAI and Anthropic APIs, fal.ai and Replicate.
- Image and video generation, speech synthesis, music generation, lip sync and media editing workflows.
- LLM-driven story planning, scene sequencing and prompt generation.
- Provider integration, capability-based model routing, ordered fallbacks, asynchronous job tracking, usage controls and cost visibility.

## Card payments (monétique)

- ISO 8583 authorization messaging and host integration, including integration with a national switch, transaction timelines, chargebacks and clearing files.
- EMV contact and contactless card payments; end-to-end payment-terminal integration (PAX, CENTERM) and SoftPOS.
- Certification work for payment applications with Visa, Mastercard and American Express, using FIME test tools. This refers to scheme certification of payment applications, not personal certifications.
- Mobile wallets, QR code payments, fuel-station payments and loyalty platforms built on Java and Spring Boot.

## Backend and cloud engineering

- Java, Spring Boot, Spring Security, Python, Django REST Framework, TypeScript and Node.js.
- REST and GraphQL APIs, microservices and transactional data modeling.
- AWS deployments, including ECS/ECR, RDS and S3; Docker, GitLab CI/CD, Linux and production troubleshooting.
- PostgreSQL, Oracle, MySQL, MongoDB, Convex, Redis and RabbitMQ.
- React, Next.js, Angular, Flutter and React Native for web and mobile delivery.

## Product delivery and publishing

Experience with publishing workflows across Google Play, Chrome Web Store, Huawei AppGallery, Apple App Store and OpenAI/ChatGPT apps and plugins. This describes platform experience; it does not imply endorsement by those platforms.

## Selected work

### Confidential multimodal GenAI platform

Engineering work across image, video, speech and music generation; shared provider APIs; routing and fallbacks; asynchronous workflows; MCP and n8n integrations; credit accounting and usage controls. The product name is intentionally omitted.

### Payment and loyalty systems

Java backend services for card payments, wallets, QR payments, payment terminals, loyalty and fuel retail. Experience with ISO 8583, EMV, SoftPOS, national switch integration, Visa/Mastercard/American Express certification work with FIME test tools, and transactional databases.

### SaaS and operational platforms

Full stack work on public-service registrations, scheduling, payments, invoicing and pricing workflows, plus logistics and delivery systems. Docker containerization and AWS deployment.

## Where the experience may fit

- Adding AI agents or tool integrations to an existing product.
- Building a GenAI feature or multimodal workflow beyond a standalone model call.
- Coordinating AI-assisted development with implementation, review and testing.
- Card-payment work: ISO 8583 and EMV flows, terminal or SoftPOS integration, switch integration and scheme certification preparation.
- Designing backend services, payment integrations or cloud delivery for a SaaS product.
- Connecting a web or mobile product to an app store, browser-extension marketplace or ChatGPT integration workflow.

## What to clarify before an engagement

Discuss the project's objective, current stack, required integrations, delivery constraints, security needs and the initial scope. Availability, rates and commercial terms should be confirmed directly with Hamza.

Specific local model families, fine-tuning, RAG, named agent frameworks and formal cloud certifications are not claimed in this public overview. Ask for relevant examples where those capabilities are required.

## Contact

Email [hamza@aitami.me](mailto:hamza@aitami.me) with a short description of the problem, the existing stack and the first outcome you need.

This page is a public engineering overview. A full CV is not distributed on this website.