I design and shipcomplete systems.

A developer tool that turns runtime state into a visual, explorable debugging surface inside VS Code.

The interesting decision: the entire inspection pipeline runs locally against the debug adapter protocol, so it works with any language runtime VS Code supports. There is no per-language integration to maintain.

A platform that lets businesses, creators, and marketers generate commercial-ready videos from text prompts: avatar and talking-head videos, product videos, and UGC-style ads on top of models like Sora and Kling.

The whole platform is one system built end to end: prompt handling and moderation, provider routing, credit-based billing, asynchronous generation workflows on Step Functions, and FFmpeg post-processing inside Lambda containers. Shipped as a bilingual product for Hebrew and English users, with infrastructure built for global usage.

Company architect for advanced imaging systems: designed the end-to-end architecture connecting optical sensing hardware, FPGA acquisition, embedded controllers, and AWS-based ML training and inference pipelines.

Led the software side too: large Python acquisition and control systems, real-time hardware control, and the path from R&D prototypes to production-ready platforms.