Trusted ocean data needs traceable evidence from sensor to decision. See the architecture for transport, provenance, grounded AI, and accountable action: https://firstpasslab.com/blog/2026-09-20-trusted-ocean-data-ai-sustainability/?ref=bsky #OceanData #AI #NetEng #Observability #DataGovernance
Ocean telemetry tip: preserve raw measurements before normalization, then track sensor identity, schema version, queue age, validation state, model version, and citation resolution. #OceanData #Telemetry #NetEng #AI #DataGovernance
