Projects
AI systems, integrations, and operational software.
Work across models, data, backend systems, applications, deployment, and handoff. Every entry distinguishes production systems, active R&D, prototypes, and supporting capabilities; employer-owned work remains intentionally high-level.
Featured work
Projects with public evidence, live products, or enough context to explain the work responsibly.
- Conversational and voice AI · Commercial productionHader
A multi-tenant business communications platform for active paying clients, with WhatsApp automation, explicit human handoff, and voice as an integrated capability rather than a separate product.
- Real-estate AI · Live productionAlinia
Multilingual property discovery where approximate retrieval is checked against approved listing records before results are shown, with agency workflows and staff handoff around it.
- Accessibility AI · Active R&DOmniSign
Lebanese Sign Language recognition across isolated signs and bounded temporal sequences, built with a community-collected dataset.
- Hospitality · 14 official public sitesLancaster Hospitality Platform
A shared engineering foundation built, operated, and maintained with Tayseer Laz while preserving each property’s public identity and release boundary.
- Computer vision · Public codePrivacyGuard
A local pipeline that normalizes compatible ONNX detections and applies explicit masking policies to bounded regions in images and video.
- Civic information · ContributionDaleel
Web scraping and information gathering across public channels and news sources for a Lebanese election-information platform.
- Product · Co-founderBSHEEL
Co-founder responsible primarily for business strategy and product direction. The product is being redesigned toward tourism; 4HoursOnly was an earlier gamified stage.
- Civic product · MVPAl Mokhtar
A bilingual, neighborhood-by-neighborhood directory for Beirut with maps, listings, search, and delegated local administration.
Internal systems
Employer-owned operational tools are described at a systems level. Private source code, dashboards, company data, credentials, and infrastructure remain confidential.
- Operations · Two separate deployed systemsBridge
Independent employer-owned systems that turn upstream operational records into scoped, traceable views. Bridge at Achour Holding is adopted by the development department and subsidiaries; Bridge at Aligned Tech is used internally and in client workflows.
Built at Achour Holding
Live public websites built with Tayseer Laz. Staged company websites are intentionally excluded until they launch.
- Fitness and wellness · Live180 Gym & Spa
A public website for the fitness, wellness, sport, and spa destination in Jnah, Beirut.
- Real estate · LiveAchour Development
A project-led website for property development, construction, architecture, and real estate consultation.
- Hospitality management · LiveAfri Medica Limited
A public website presenting the company’s hospitality and property-management work in Sierra Leone.
- Communications and IT · LiveMEECIT
A bilingual company website for communications and IT consulting across the Middle East.
Led at Aligned Tech
Employer-owned work. I can describe my role and the public product, but I do not publish source code, private dashboards, credentials, or operational details.
- AI systems · Live with active paying clientsHader
Team delivery with Tayseer Laz and Aligned Tech; Layth’s evidenced work includes tenant-safe event processing, human-handoff controls, and Hader’s deployed voice integration.
- Real estate AI · Live productionAlinia
Team delivery with Tayseer Laz and Aligned Tech; Layth’s work spans the application, AI and search behavior, access boundaries, agency and CRM workflows, Hader integration, deployment, and production fixes.
Research and developing work
- Health AI · Research in progressHRFS Flare Prediction
Lead AI engineer and co-principal investigator on research exploring longitudinal signals for earlier flare prediction. No clinical-performance claim is made.
Earlier engineering archive
Coursework, prototypes, employer work, and technical experiments. These names document breadth; they are not all presented as production deployments.
- Arabic semantic and legal-document retrieval
- Enterprise vision analytics
- Conversational knowledge assistant
- Intelligent document processing and OCR
- Financial forecasting and reporting
- OGERO predictive analytics and dashboards
- Network Security Infrastructure
- Telecom network identification and operations tooling
- Cloud image-classification service
- Scalable AI deployment pipeline
- Time-series anomaly detection
- Real-time analytics and data visualization
- Environmental-monitoring prototype
- License Plate Recognition System
- Face-recognition prototype
- ASL translation prototype
- Image processing, tracking, and color detection
- Breast-cancer classification study
- Restaurant-review sentiment analysis
- Vinyl record-store website
- Laz Press database system
- Embedded home-security system
- Arduino line-tracking robot
- FM/AM radio PCB