Farid’s Angle

Infrastructure, written down while it is still true.

I size data centre and AI platforms for a living, in Algiers. These are the notes I wish someone had handed me before the meeting: what the numbers really say, where the vendor tool is quietly helping itself, and what breaks in month four.

Virtualization

Nutanix is not a drop-in for vSphere, and pretending otherwise costs you month four

AHV will run your VMs. That was never the risky part. The risk is in the twenty things around the VM that you forgot were vSphere features.

29 Aug 2026 4 min
Platform

What OpenShift Virtualization quietly asks of your storage team

KubeVirt runs VMs inside pods. That sentence hides an entire storage conversation that most migration plans discover in the pilot.

18 Aug 2026 4 min
Virtualization

An RVTools export is not an assessment

Everybody starts with the same spreadsheet. Almost nobody reads the twelve columns that change the answer, and every vendor tool quietly fills the gaps in its own favour.

5 Aug 2026 4 min
AI infrastructure

What a GPU node costs before it produces a single token

The accelerators are the headline. Power, cooling, fabric, storage and the eighteen weeks of waiting are the budget.

28 Jul 2026 4 min
AI infrastructure

Nobody sizes the fabric, then blames the GPUs

East-west traffic in an AI cluster behaves nothing like the enterprise traffic your network was designed for. The symptom looks like slow accelerators.

14 Jul 2026 4 min
Applied AI

Indexing 604 pages of recitation with Whisper and a lot of fuzzy matching

A weekend project that taught me more about applied AI than any vendor deck: transcription is the easy half, alignment is the real problem, and the human in the loop is not a failure.

30 Jun 2026 4 min
Applied AI

RAG is a retrieval problem wearing an AI costume

Nine out of ten disappointing RAG systems are disappointing search systems. The generation step is rarely where the failure is.

16 Jun 2026 3 min
Storage

NVMe/TCP quietly won the mid-range while everyone argued about Fibre Channel

Not because it is faster. Because it removed a team, a skill set and a second network from the build sheet.

26 May 2026 3 min
Security

Your immutable backup is not an air gap

Both words get used as though they mean the same protection. They do not, and the difference is the credential that can reach the repository.

12 May 2026 3 min