Autonomous Vessels Require Correct Perception

It’s been incredible to watch how quickly Mythos AI’s MNAV autonomy system has matured. MNAV is now actively driving vessels in some of the busiest waterways in the United States from San Diego to Texas to South Florida and the Great Lakes. The system has also made the jump to both commercial and defense USVs, expanding the operational envelope for unmanned vessels while supporting manned operations as well. For years, ASV operations have been limited to sparse environments or required so much human oversight that scale was nearly impossible. That era is ending. ASVs are now operating where real traffic and the real need exist. 🌊 There’s nothing like seeing it for yourself. Mythos will be holding demonstrations. If you’re interested in attending, please reach out

A decade ago, carmakers were claiming "self-driving." Consumers, regulators, and engineers were drowning in meaningless terminology. Then the SAE introduced Levels 0–5, and everything changed. Not because the technology changed, but because the language finally meant something. 🚗 ➡️ 🛩️ Drone autonomy is at that same inflection point. Palladyne AI CEO Ben Wolff and CTO Dr. Denis Garagic argue that "autonomous swarming" requires the same level of structured assessment — and they outline a framework to achieve it. 📄 Read the paper: https://hubs.la/Q0489R1X0 #DroneAutonomy #SwarmIntelligence #DefenseTech #AutonomousSystems #EmbodiedAI #PalladyneAI

I have recently seen and felt a shift of focus in the maritime sector, particularly Defence, where the terms 'lean crewed', 'uncrewed' or 'autonomous' have become the new norm. But for me, the future isn’t an ocean full of autonomous vessels, it’s an intricate balance of humans and machines working as one. With greater focus on Human–Autonomy Teaming (HAT), ships will increasingly be designed around how humans and intelligent systems work together. This shift will fundamentally reshape how we design and operate vessels of the future: 🖥️ The Bridge Becomes a Decision Hub: Future bridges will focus on situational awareness and AI-driven decision support rather than manual control. 👨✈️ Smaller, Higher-Skill Crews: Automation will reduce crew size but increase the need for specialists overseeing complex autonomous systems. 📡 Ships Connected to Shore: Seamless integration with shore control centres will enable remote monitoring, diagnostics, and operational support. 🧠 AI Supporting Critical Decisions: Autonomous navigation, collision avoidance, and route optimisation will work alongside crews to enhance safety and efficiency. 🔍 Designing for Trust: For HAT to work, systems must be transparent, intuitive, and built to support human judgement, not replace it. The ships of the future won’t just carry people and payload. They will be intelligent platforms where humans and autonomy operate as a team. #Maritime #Autonomy #AI #HumanAutonomyTeaming #Shipping #MaritimeInnovation

AI on the bridge is getting more practical — and Orca AI’s new 360° system is a sign of that. On 4 March 2026, Orca AI launched a full 360-degree field of view upgrade for collision avoidance and autonomous navigation. The system combines three SeaPod lookout units with high-sensitivity RGB and thermal cameras, fusing that data with radar and AIS to create a unified real-time picture around the vessel. The aim is to reduce blind spots caused by cranes, rotor sails and other line-of-sight obstructions, while improving earlier detection of overtaking traffic, anomalies and potential threats. What makes this worth watching is not just the hardware. It is the broader industry signal: maritime AI is moving away from showcase technology and toward operational decision support that fleets can actually use. Orca AI says its platform has already been associated with up to a 50% reduction in close-encounter events across fleets covering more than 1,000 vessels. That performance claim comes from the company itself, but it helps explain why tools like this are getting serious attention. Orca AI also says its platform is installed on about 1,000 vessels worldwide, with 1,500 more under contract. For commercial shipping, that is where the story gets more interesting. This is less about “fully autonomous ships are here” and more about something more practical: AI systems that help bridge teams see more, detect earlier and react faster. If systems like this continue proving value at fleet scale, AI-based situational awareness may shift from optional innovation to a new operational safety benchmark. That is the kind of transition senior operators, superintendents and fleet managers will be watching closely. Is 2026 the year maritime AI starts moving from pilot projects to fleet-wide deployment? 👇

Human error isn't just a variable: it's a liability. In oilfield security, a split second of distraction can cost millions. At Oil Well Security, we’ve removed the human "blink factor" entirely. The science behind our autonomous drone pathing is NOT just about flight: it’s about absolute precision. While traditional patrols suffer from fatigue, our AI systems follow rigorous, mathematically optimized patterns covering every square inch of YOUR asset. No gaps. No excuses. Why autonomous pathing wins: - Consistency: Spotting tiny changes with identical flight paths. - Persistence: 24/7 coverage without breaks or shifts. - Precision: Detecting leaks or intruders that human eyes miss. Our veteran-led team believes technology should work harder so your team stays safer. Protecting America's energy resources as we approach our nation's 250th birthday is a mission we take to heart. Let's secure your infrastructure: https://lnkd.in/gDZpAzJ4 Visit oilwellsecurity.com for more. Is your security ready for the autonomous era? Let's talk below. #OilWellSecurity #EnergySecurity #DroneTech #AI #OilAndGas #DanKost #InfrastructureProtection #PatrioticSecurity

Dear LinkedIn Community, Hoplon is delighted to present its latest article: C H A P T E R   N ° 43  Autonomous Maritime Vessels (Part 2)! In today’s article, we will explore the relation between #SpaceWeather and #Autonomous maritime vessels. This article is part 2, and thus the last, of 2 articles focused on the relation between space weather and automation in the #Maritime sector. Combined the articles will explore the concept of autonomous maritime vessels and the different classification degrees. Additionally, they will examine how space weather impacts the technology onboard autonomous maritime vessels, and subsequently consider the potential consequences these effects may have on both safety and overall operational efficiency at sea. To read the article, please use the following link: https://lnkd.in/e6EsuhZc   Hoplon wishes you a pleasant read and hope to see you again soon! #Awareness #CI #DRR #Resilience #AI #MachineLearning #5G #Satellites

Navi just raised $6M to scale AI-powered pilot training debriefs — I've met both cofounders and they're building something pretty special. Today's deepsky industry update:  ✈️ Navi AI raises $6M backed by United Airlines Ventures and the U.S. DoW — already live at Embry-Riddle, Purdue, and the USAF Test Pilot School with ~100,000  flights processed  ✈️ Saab partners with @Cohere to embed AI into the GlobalEye surveillance platform — we've seen airlines partner with AI companies, but a manufacturer going direct  gets AI closer to the core of aircraft tech  ✈️ Alphabet's Wing launches drone delivery in the SF Bay Area with Walmart and DoorDash — 10-minute deliveries up to six miles out  ✈️ NBAA SDC2026 panel tackles how AI and eVTOL are reshaping the scheduler and dispatcher role across 26 states  ✈️ Anthropic's Claude gets full computer use on macOS — AI controlling computers has been around 18 months, but this agentic generation is a step change AI is moving from advisor to operator. Aviation is both the proving ground and the prize. The full newsletter 👇 https://lnkd.in/g9nqtK72  #Aviation #AI #FlightSafety #PilotTraining #deepsky #Drones #AgenticAI

AI Lethality: The Economics of Autonomous Weapons - The Pentagon is investing over $100 million in autonomous drone swarming and intends to field thousands of AI-enabled vehicles by 2026, citing the need to match China’s pace. - Big Tech's influence over AI regulation — including GDPR's "human oversight" clauses — has created a framework that entrenches their market dominance and shapes the pace of Pentagon adoption. - The economics of autonomous warfare are shifting: the cost-per-sortie is falling, but system failure rates and decoy prevalence threaten the viability of large-scale drone swarms....

We talk a lot about autonomous operations and AI agents autonomy. In the ocean of data, autonomous operations steers the ship. But without observability, you’re sailing without an anchor. #observablity #agenticAI #o11y

CaoCao Inc. Enters Unmanned Road Testing Phase, Marking a Milestone in Robotaxi Capabilities https://lnkd.in/deJwziEa #MachineLearning #AdversarialAI #SmartAI #AI #EnterpriseAI #GenerativeAI #GenAI #MLAlgorithms #DeepLearning #AIResearch #AIRevolution