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2026-03-15 · Heritage · 8 min read

From Thailand to the Atlantic

How running infrastructure projects and local AI nodes in Southeast Asian resorts informed our approach to marine software and hardware.

Before focusing on marine systems in the North Atlantic, the core team behind 3D3D built and managed edge networks in Southeast Asia. Based out of southern Thailand, we built local AI servers and Wi-Fi infrastructure for remote island resorts.

These environments share challenges with marine systems: high humidity, salt corrosion, unstable grid power, and high satellite latency.

Designing for Unreliable Power

In southern Thailand, brownouts and surges are daily occurrences. Running standard database servers on grid power resulted in constant file corruption.

We learned to build low-power, DC-native systems that run on solar-charged battery banks, bypassing AC inverters entirely. This experience informed the design of our marine telemetry hubs and the ORA Rust kernel, ensuring they stay running during system voltage fluctuations.

The Local Data Paradigm

Operating with a slow, 5Mbps satellite WAN connection for a 300-room resort taught us the value of local caching. If a system requires an internet round-trip to answer a question or check a file, it is broken.

We designed custom local search indices and database gateways that operate entirely offline, syncing only metadata increments during off-peak hours. That architecture became the blueprint for our Sovereign AI workstations.

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