Rabat, Morocco
Senior Staff Engineer & Solutions Architect
I advise teams on AI adoption and connect AI capabilities to existing applications, drawing on my background in software architecture, cloud platforms and delivery engineering.
Applications, delivery and infrastructure are connected parts of my engineering work.
From leading cloud and delivery engineering at Webloo to co-founding a mobile platform, I work across the boundaries between product, infrastructure and operations.
Software architecture, cloud platforms and delivery engineering — the foundation for my AI advisory and integration work.
Leading cloud architecture and implementation across application hosting, infrastructure automation, security and observability.
Software Engineering Lead and DevOps Architect
CI/CD architecture that connects application changes, security checks, infrastructure automation and controlled release strategies.
Software Engineering Lead and DevOps Architect
Leading full-stack application work across APIs, PostgreSQL, GraphQL, asynchronous processing, notifications and geo-search.
Software Engineering Lead and DevOps Architect
Co-founding and leading development across Android, Flutter, Firebase integration and the infrastructure supporting a mobile platform.
Co-Founder & Lead Developer
I help teams decide where AI is useful, how to integrate it, and what needs to change around it.
That starts with the applications, data and workflows already in place. I work through the integration boundaries, safeguards and operating requirements so adoption can happen incrementally.
Discuss an AI integrationAssess use cases, data readiness and technical constraints. Define a focused pilot with clear evaluation criteria.
Connect existing applications through APIs, retrieval and workflow orchestration. Add AI where it serves the system. For agentic workflows, define tool permissions and human review points.
Work through architecture decisions, evaluation practices and operating responsibilities. Build shared understanding through documentation and technical enablement.
A delivery approach for evolving an existing system: make constraints explicit, validate changes and keep a clear path back when a release fails.
Map the existing system, dependencies, acceptance criteria and operating constraints.
Brief & acceptance criteria
Define API and data contracts, migration boundaries and security requirements.
Architecture notes & contracts
Review changes, automate infrastructure and keep builds reproducible.
Code, tests & build pipeline
Run contract, integration and security checks; rehearse rollback.
Test evidence & release gates
Stage rollouts with health checks, rollback steps and clear ownership.
Release plan & operating notes
Feed user feedback, incidents and performance signals into the next iteration.
Prioritised improvements
Feedback, technical enablement and improvement continue throughout.
From a bounded task to an agent that can use tools, work with existing systems and operate with appropriate human oversight.
Clarify the goal, context, limits and success criteria.
Task contract
Choose models, define tool permissions and plan review points.
Tool contracts & review points
Implement the agent and connect it to existing applications.
Agent implementation & integration
Test task outcomes, failure cases and tool-use behavior.
Evaluation suite & review evidence
Set access boundaries, monitoring and a recovery path.
Release & recovery plan
Review traces and outcomes; refine prompts, tools and workflows.
Trace-led improvements
Tool permissions · human approval · traceability · recovery
Feedback, technical enablement and improvement continue throughout.
A feature reaches beyond application code. These are the boundaries I work across, and the responsibilities that connect them.
My application work spans full-stack development, service interfaces and the movement of data between systems.
Node.js / TypeScript / React / GraphQL
Explore this workI’ve led delivery automation that connects source changes, security checks, infrastructure and deployment.
CI/CD / DevSecOps / Infrastructure as code
Explore this workAt Webloo, my scope included cloud architecture and implementation across AWS, Azure and GCP.
AWS / Azure / GCP / Kubernetes / Vault
Explore this workMy background in servers and networks informs how I think about reliability, observability and recovery.
OpenTelemetry / Prometheus / Grafana / Linux
Explore this workA self-hosted n8n study that separates the editor, job queue, execution workers and persistent data.
Read the technical studyCommand-line tooling for certificate lookup, Certbot integration, reverse-proxy configuration and S3 backup utilities.
Read the technical studyI’m preparing notes on software, infrastructure and computing. I’ll publish them here when they’re ready, with code, diagrams and sources where they help.
See the questions I’m exploringI’m the founder of AgentixBrain. It brings together my work in business software, AI integration and the platforms behind them.
Alongside the engineering work, Academy explores computing and AI through visual lessons and explanations.
Visit AgentixBrainModel hosting, inference and the systems around AI.
How AI systems can retain and use information over time.
Mathematics, computing history and technical storytelling.