Services
AI Agents & Multi-Agent Systems
Tool-using AI agents and multi-step workflows that automate real business processes — designed with evaluation, cost and reliability in mind from the start.
What you get
- Agent architecture and tool design
- Multi-agent workflows with structured outputs
- Evaluation loops and quality checks
- OpenAI / Azure OpenAI integration
- Production deployment and monitoring
How I work
- 1
Scope & architecture
Clarify the goal, constraints and success metrics, then design the simplest architecture that meets them.
- 2
Build & evaluate
Ship in small increments with tests and evaluation, keeping performance, security and cost measurable.
- 3
Deploy & operate
Containerize, automate the pipeline and deploy to production — then monitor and improve.
Technologies
Examples from my work
AI Agents · Recruitment
AI Interview Agent
An AI system that conducts interviews, processes candidate answers, evaluates performance and generates structured feedback.
Read the case studyVoice AI · Infrastructure
Voice AI Infrastructure
Real-time voice pipeline combining voice activity detection, speech-to-text, LLM orchestration, conversational memory and text-to-speech.
Read the case study
Frequently asked questions
Can you deliver AI Agents & Multi-Agent Systems remotely?+
Yes. I'm based in Casablanca, Morocco and work with teams remotely and internationally, in English and French.
Which technologies do you use?+
Mainly OpenAI, Azure OpenAI, Multi-agent systems, LLM and Python — chosen to fit the project rather than the other way around.
Do you have examples?+
Yes — see the case studies: AI Interview Agent and Voice AI Infrastructure.
How do we start?+
Send a message on LinkedIn or Malt with a short description of the project; we'll scope it together before any commitment.
Abdelkabir El Bahmadi · Software / AI Engineer · Casablanca
Services
Have a project in mind?
Open to remote and international opportunities — engineering roles, AI projects and product collaborations.