Writing
Notes from building systems under real constraints.
Published articles and engineering notes on data, infrastructure, integrations, edge AI, and what changes when a system has to work outside a clean lab environment.
Engineering notes
- Originally published March 13, 2026 · Fact-checked September 23, 2026Building PrivacyGuard: Local Computer Vision for Video Masking
What the public implementation supports, what the historical benchmark can establish, and why masking does not automatically create anonymity or legal compliance.
- Fact-checked September 23, 2026Building in a Country With No Infrastructure
How missing Lebanese Sign Language data and infrastructure constraints shaped OmniSign, with corrected metrics, evaluation boundaries, and team attribution.
- September 21, 2026WhatsApp Coexistence: introducing automation without taking the phone away
How to connect an existing business number to platform workflows while preserving human control, consent, and a coherent conversation history.
- Updated September 22, 2026Designing AI Systems for Unstable Networks
Practical patterns for local responsibility, recoverable synchronization, visible degraded states, and human control when connectivity cannot be assumed.