Local inference
Request
Local assistant
Three-node cluster
Personal project
Local AI Infrastructure Assistant
A local assistant that turns an infrastructure request into a working service across a three-node home cluster.
Applied AI & Data
Intelligence.
Made practical.
I’m Shehab Tawfik. I build AI systems, explore data, and examine what they really mean for business.
Retrieval architecturesMulti-agent systemsPrivate AI
Selected work
Ideas, put to work.
Two personal systems and a technical deep dive. What I built, how it works, and what I learned.
Distributed local AI
Specialist agents
Model gateway
Local hardware
Experimental system
Multi-Agent AI Workspace
Specialist agents, a shared model gateway, and inference distributed across local hardware.
Model load/unload events per hour
Before
40+
After
7
Technical case study
AI Observability in Practice
What Grafana and Langfuse revealed about a local multi-agent system.
About
Hands-on work.
A wider perspective.
I'm Shehab Tawfik — an applied AI and data practitioner, and a Senior Solutions Consultant working across the Middle East, Turkey & Africa region.
With 15+ years in enterprise technology, I design and build AI systems — retrieval-augmented generation, multi-agent assistants, private on-premises inference — and have worked with organisations across oil & gas, government, telecom and financial services. This site is where that hands-on work meets rigorous analysis: project case studies alongside a research series examining what AI actually delivers, industry by industry.
No buzzwords, no hype — just data.
MSc Big Data Analytics — Distinction 15+ years enterprise tech META region coverage AI / ML practitioner
Research & perspectives
Ideas. Backed by evidence.
Infrastructure & perspectives
AI Industry Impact Series
Article 01 — Airlines
The AI Revolution at 10,000 Metres
How AI is reshaping the airline industry — every figure here is linked to a primary or major-analyst source.
Read the analysis
Article 02 — Healthcare
The AI Revolution in the Operating Room
How AI is reshaping healthcare economics — from hospital floors to pharma pipelines. Every figure in this article is linked to its source.
Read the analysis
Article 03 — Finance
The Algorithm and the Dollar
How AI is rewiring the global financial system — from fraud detection to algorithmic trading and robo-advisors. Every figure here is linked to its source.
Read the analysis
Article 04 — Energy
The Algorithm in the Oil Field
How AI is reshaping oil, gas and the broader energy sector. Every figure here is linked to a primary corporate or analyst source.
Read the analysis
Article 05 — Telecom
The Network That Runs Itself
How AI is reshaping telecommunications — from self-healing radio networks to Gulf operators building gigawatt AI data centres. Every figure is linked to a primary or analyst source.
Read the analysis
Industry impact dashboard
See AI through the data.
AI market 2030
$110.6B
CAGR 2025–2030
38.6%
US health spend 2024
$5.3T
Physicians using AI
66%
Source: MarketsandMarkets, 2025. 2024 baseline $14.92B; 2030 forecast $110.61B at 38.6% CAGR.
Live signal