Agents that ship.
Drones that see.
Migrations that hold.
I'm Soufiane. I build agentic AI inside real enterprises, fly a Raspberry Pi 5 drone that finds things on its own, and spend the rest of my time keeping SAP S/4HANA programmes out of the ditch.
Four disciplines, one thread
What I write about
Everything here comes from something I had to make work — no think-pieces about hypothetical futures.
AI content creation & agent use cases
Three working patterns: agents inside SAP S/4HANA migration work, an assistant embedded in Microsoft Teams, and a squad of agents running Jira → Confluence → test → release together.
Open the playbooks Section 02Drone + AI engineering
The full build log of a reconnaissance drone: Raspberry Pi 5, PyTorch detection, geolocation maths — plus a complete guide to assembling a 5-inch quad with a flight controller.
Read the build Section 03SAP S/4HANA migration
The advice I give when nobody is selling anything: sequencing, clean core done properly, custom code triage, test data that means something, and a cutover that has been rehearsed.
Read the field guide Section 04AI radar — what actually changed
A rolling, filter-free log of model releases, agent tooling and hardware that matter for people shipping software in October 2026 — and what each one makes possible.
See the radarStart here
The three reads that explain everything else
Who is writing
Soufiane — consultant by day, builder by compulsion
I work at the seam between enterprise systems and modern AI: the place where a demo becomes a process, and a process has to survive an audit, a release calendar and a business user who does not care about your architecture.
That work funds the other half — flying a 5-inch quad I built, teaching it to recognise what it is looking at, and breaking things in the most educational order.
I write here to keep the receipts. If a page helps you skip one wrong turn, it did its job.
Work with me
Got a migration, an agent to ship, or a drone that won't hold a track?
I take on a small number of engagements — agent architecture reviews, S/4HANA programme rescue, and embedded vision prototypes. Tell me the constraint you're stuck on, not the title of the project.