Moe SaniEdge AI & Robotics Architect
What to expect

The engineering behind intelligent products

A practical view of what it takes to move from an interesting prototype to a system that performs reliably in the real world.

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A sample of the thinking

Recent case studies and field notes on edge intelligence, autonomous systems, and production architecture.

When Should an Industrial Robot Refuse to Move? Building an Offline AI Safety Demo thumbnail

Oct 16, 2026

When Should an Industrial Robot Refuse to Move? Building an Offline AI Safety Demo

An offline robotics demo that uses a local multimodal model to interpret commands, assess visual risk and refuse unsafe movement.

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Production-Grade, Fail-Safe OTA for a Multi-Processor IoT Appliance thumbnail

Sep 8, 2026

Production-Grade, Fail-Safe OTA for a Multi-Processor IoT Appliance

A practical blueprint for safely updating embedded Linux, MCU firmware, ML models, and cloud services across a large connected-appliance fleet.

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From Berlin to Schiphol: WeAreDevelopers, a Lost Passport, and an Overbooked Flight thumbnail

Jul 14, 2026

From Berlin to Schiphol: WeAreDevelopers, a Lost Passport, and an Overbooked Flight

Reflections from my first WeAreDevelopers conference in Berlin, with an unexpected airport adventure along the way.

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