TOOT / PROJECTS

Projects

Implementations, prototypes, evaluations, historical research and initiatives — with their status and evidence boundaries stated plainly.

01
Structured generation with human approval

Private AI content-production workflow

A staged system turns a course brief into approved objectives, lessons, topics and assembled content, including video, lab and text outputs.

Owner-confirmed functioning workflow; source/output mapping incomplete
02
Legacy archive restructuring

Mominoun publishing-platform migration

Migrating a fragmented legacy publishing archive into a new CMS-backed platform supporting articles, books, journals and other formats.

Owner-confirmed delivery; backend implementation details unverified
03
Natural language to inspectable SQL

Conversational analysis of SAP Business One

A local AI-assisted application converts English and Arabic questions into T-SQL against a SAP Business One demo database, with queries and results available for inspection.

Working prototype against demo data
04
Forecasting and planner decision support

SAP MRP Intelligence Platform

An intelligence layer proposed alongside SAP for forecasting, shortage prediction, exception prioritisation and human-reviewed planning decisions.

Documented development initiative; executable runtime not verified
05
Sales workflow development

AI sales-force automation

An owner-described initiative to evaluate prospects and automate follow-up across stages of a sales funnel.

Under development; implementation evidence limited
06
Business request automation

Customer conversational agents

Custom agents built for customer-facing requests, with exact integrations and publication permissions assessed case by case.

Owner-confirmed work; individual customer workflows need approval
07
TACA use-case evaluation

Bilingual banking agent evaluation

An unnamed UAE bank evaluated bilingual answers to banking products, policies and procedures.

Evaluation; no verified production rollout
08
Historical language engineering portfolio

Translation, transcription and corpus engineering

Historical work includes Samsung AI Translation, Samsung AI Transcribe and Samsung Corpus Engineering, alongside Arabic language-processing research.

Portfolio-listed initiatives; delivery scope and assets need verification
09
Historical portfolio

Media and government AI initiatives

Documented portfolio entries include government stereotype analysis, AI Media Hub, AI Digital Diplomacy, WAM AI Media Lab and Excitem Facebook TV.

Historical mentions; software scope and publication clearance unresolved
10
AI engineering R&D

Local video generation research

An experimental local video-generation MVP was reached before development paused.

Owner-reported working MVP; paused
11
Published research / 2020

Arabic hate-speech detection research

A dated research milestone on Arabic short-text classification, human annotation, preprocessing and model comparison.

Published research with attributed authors