I am Mohamad's source-grounded portfolio assistant. Ask about production AI systems, product judgement, architecture, governance, patents, publications, or the path behind the work.
Portfolio surface
AI systems, small products, and the craft around them.
A living portfolio of production GenAI, multi-agent orchestration, AI enablement, governed systems, and side projects. The CV is here as source material, but the page is meant to be explored like a workshop.

Source-grounded portfolio assistant
MA
MAAH Chatbot
Ask about shipped systems and choices
Open the portfolio assistant for a larger conversation.
Architecture
Reference GenAI Platforms
Reusable blueprints for RAG and multi-agent assistant systems: ingestion, chunking, embeddings, vector retrieval, guarded generation, tool routing, evaluation, and cost/latency controls.Shipped system
Product Assistant
Customer-facing multi-agent assistant for L1/L2 technical questions using open SKF data, SOTA RAG, and an orchestration layer developed with Harness engineering tools.Team capability
AI Development Enablement
Internal enablement around Codex, Claude Code, GitHub Copilot, MCP servers, reusable skills, and state-of-the-art implementation patterns.Infrastructure
Sovereign AI Exploration
Collaboration with Sferical AI on local GPU clusters in Sweden, NVIDIA 300-series GPU racks, open models, and NVIDIA Run:ai for sensitive enterprise workloads.Good first question
Ask what Mohamad has shipped, how the systems are put together, or which proof points connect across projects.
Best use
Use the assistant as a source-grounded index for projects, architecture choices, tradeoffs, and concrete evidence.
Production AI
Customer-facing GenAI, RAG, multi-agent orchestration, evaluation, monitoring, and delivery from requirements to production.
AI Enablement
Practical training, ambassadors, coding-agent workflows, reusable skills, and adoption patterns that help teams actually use modern tools.
Governed Systems
AI Act readiness, Credo.ai workflows, access controls, monitoring, and sovereign AI exploration for confidential workloads.