Topics
Research by subject.
Every insight article belongs to one of twelve subject clusters. Start with the subject you work on, then follow the links to the sources.
Clusters
Twelve subject hubs.
Each hub lists its articles with the date and the evidence level.
AI Autonomous ShipsLLM navigation agents, remote-vs-autonomous masters, human-in-the-loop design, and the decision architectures being proposed for ships that steer themselves.9 articles →The MASS Code + AIThe IMO's autonomous-ship framework — decision-making, operating envelopes, software assurance, risk assessment, connectivity, cybersecurity, and the 2026→2032 roadmap to a mandatory code.11 articles →Generative AI & LLMs in ShippingMaritime language models, RAG vs fine-tuning, hallucination control, tool calling, agentic workflows, and the emerging copilot layer for masters, engineers, charterers and ports.13 articles →AI + Digital TwinsWhat a maritime digital twin actually is, twin-vs-model distinctions, propulsion and navigation twins, LLM interfaces, synchronization, and twins for voyage optimization and maintenance.11 articles →AI Weather RoutingMachine-learning vs traditional routing, wind/wave/current optimization, fuel and speed under forecast uncertainty, storm avoidance, ETA prediction, ECA-aware routing, and multi-objective voyage planning.11 articles →AI Collision AvoidanceDeep RL vs COLREGS, DQN vs PPO, multi-agent collision avoidance, real ship dynamics, uncertainty handling, CV+AIS fusion, and whether AI can explain — or safely take — the maneuver.9 articles →Computer Vision at SeaCamera perception for vessels — ship, buoy, small-craft and navigation-light detection, YOLO and Vision Transformers, night and degraded-visibility operation, and radar-camera fusion.10 articles →Multimodal Maritime AIFusing AIS, radar, ECDIS, satellite SAR and optical imagery — vision-language models, chart and radar-screen interpretation, and surveillance-oriented sensor fusion.5 articles →Predictive MaintenanceCondition monitoring and prognosis for marine machinery — engines, generators, turbochargers, bearings, fuel injection, pumps, compressors, auxiliaries, and agentic diagnostic workflows.9 articles →AI + Maritime CybersecurityAttack detection for vessels — AIS/GNSS spoofing and jamming, intrusion detection, abnormal-behavior analytics, adversarial attacks on maritime AI, and LLM security assistants.8 articles →Edge AI & Onboard ComputeAI that runs aboard without the cloud — small and quantized language models, TinyML sensors, shipboard inference hardware, intermittent connectivity, and the cloud-vs-edge trade.7 articles →AI + SeafarersThe human side of maritime AI — which jobs automate, assisted watchkeeping, fatigue detection, decision support vs automation, trust and overreliance, AI literacy, and the future shipmaster.10 articles →
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