How to Protect Indoor‑Only Gear in a Marine Environment
Boaters are an optimistic species. We believe we can dock perfectly on the first try, that the weather will “probably hold,” and that our delicate,…
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Logging VHF DSC distress calls in SignalK (PGN 129808)
A DSC distress alert is the most important packet a marine VHF will ever hand you, and it's structured data. When a vessel hits the red button, its…
Why generic weather MCPs fail for marine navigation (use NDBC buoys)
We run a prime directive on this stack: if a usable tool already exists, improve it; build our own only as a last resort, and when you keep your own…
Reducing LLM Hallucinations in 2026: LoRA, F-DPO, and the Math That Actually Works
It is May 2026, and the field has stopped pretending hallucinations are going to disappear. What has happened instead is more interesting. Researche…