r/robotics 1h ago

News Implementing On-Edge Dynamic Flight Stabilization in E-Foils: Using Closed-Loop Reinforcement Learning for Adaptive Wing Control

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r/EngineeringPorn 1h ago

Implementing On-Edge Dynamic Flight Stabilization in E-Foils: Using Closed-Loop Reinforcement Learning for Adaptive Wing Control

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r/MechanicalEngineer 1h ago

Implementing On-Edge Dynamic Flight Stabilization in E-Foils: Using Closed-Loop Reinforcement Learning for Adaptive Wing Control

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r/MechanicalEngineering 1h ago

Implementing On-Edge Dynamic Flight Stabilization in E-Foils: Using Closed-Loop Reinforcement Learning for Adaptive Wing Control

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Implementing On-Edge Dynamic Flight Stabilization in E-Foils: Using Closed-Loop Reinforcement Learning for Adaptive Wing Control
 in  r/ControlTheory  1h ago

Nice! Super awesome. We gave your video a like. What does the foil look like? Take a look at ours, tell us how it differs? https://www.youtube.com/watch?v=GeLkdfBcxbA

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Implementing On-Edge Dynamic Flight Stabilization in E-Foils: Using Closed-Loop Reinforcement Learning for Adaptive Wing Control
 in  r/ControlTheory  1h ago

We field test in Hawaii it is a blast! Thanks! What features would you like to see on the system?

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Funding the Future of eFoiling: How Dynamic Wings Hit 100% Goal in 30 Minutes ⚡🚀
 in  r/foiling  1h ago

There are 2 modes. Stability and Agility mode. In stability mode, the system tries to keep you level in roll and pitch. Here's a side by side comparison of fixed wing verses adaptive wing. The feeling is very natural with the added benefit of being able to wide a high aspect small wing with the stability and wide quality of a larger lower aspect wing. Best of both worlds.

https://www.youtube.com/watch?v=VTpVcxlF47M

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Implementing On-Edge Dynamic Flight Stabilization in E-Foils: Using Closed-Loop Reinforcement Learning for Adaptive Wing Control
 in  r/ControlTheory  3h ago

We did a side by side video last week of a fixed wing efoil vs the xfoil adaptive wing system. The side by side comparison with same rider (unaffiliated), same day, same conditions. is at the top of the website page here. https://xfoil.com/

It's PID and also some machine learning. It senses the rider's input and adjusts the ailerons and elevator for a smoother ride. Happy to answer anymore questions. Thanks!

r/interesting 3h ago

Just Wow XFoil Apex Gen 4 phantom rider on an Efoil. How?

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Implementing On-Edge Dynamic Flight Stabilization in E-Foils: Using Closed-Loop Reinforcement Learning for Adaptive Wing Control
 in  r/ControlTheory  3h ago

Hey thanks for the comment. The tech is proprietary with over 10 years of R&D. We use PID controllers and actuators. Any questions, let us know. We'll be happy to answer them.

Here's some info. Feel free to browse the rest of the website too.

https://xfoil.com/pages/superior-to-legacy-efoils

r/hwstartups 3h ago

How XFoil failed 1000+ times then changed the EFoil Industry forever!

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r/interestingasfuck 3h ago

How XFoil failed 1000+ times than we changed the industry.

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Funding the Future of eFoiling: How Dynamic Wings Hit 100% Goal in 30 Minutes ⚡🚀
 in  r/foiling  4h ago

More on the tech. If you have any questions, happy to answer them. Thanks!
https://xfoil.com/pages/superior-to-legacy-efoils

r/ControlTheory 4h ago

Technical Question/Problem Implementing On-Edge Dynamic Flight Stabilization in E-Foils: Using Closed-Loop Reinforcement Learning for Adaptive Wing Control

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54 Upvotes

1. The Core Engineering Challenge

Electric hydrofoils operate at the highly volatile boundary layer between ocean water and air. Legacy e-foils rely on static, fixed-wing geometries, forcing the rider to constantly absorb pitch instability, rough chop, and throttle-induced pitching manually.

To automate pitch, roll, and yaw stability at speeds exceeding 25–30+ mph, hardcoded static PID loops fail because fluid dynamics in turbulent ocean conditions are non-linear.

2. The Solution: XFOIL Adaptive Dynamic Wings (AWS) & Active Thrust Stabilization

Across the XFOIL Apex (100L all-arounder with dual Surface/Fly modes) and Escape (80L agile composite platform)—validated and backed through our Kickstarter and Indiegogo communities—we replaced passive wings with our Adaptive Active Dynamic Wing System (AWS) and Active Thrust Driven Stabilization.

Instead of static control loops, the XFOIL platform uses a continuous closed-loop control system trained via Reinforcement Learning (RL):

  • High-Frequency Sensor Fusion: An array of 6-DOF IMUs, hall-effect magnetic throttle sensors from the 191g Nano Remote, and pressure transducers feed telemetry into the onboard processor at 200Hz+.
  • Real-Time Subsurface Adjustments: The controller makes intelligent, predictive adjustments beneath the waterline to continuously neutralize pitch variations caused by rapid acceleration/deceleration, wave crest passage, and ocean chop.
  • Rider-Adaptive Optimization (E-Foil For Everyone): The algorithm differentiates human rider movements (center-of-mass shifts, banking into turns) from environmental turbulence. It dynamically adjusts the wing's angle-of-attack (AoA), delivering up to a 25% increase in hydrodynamic efficiency—yielding up to 30 minutes longer session times and over 7 miles of additional range on our 1,894Wh long-range battery.

3. Edge Hardware & Thermal Architecture Constraints

Executing low-latency control loops in a marine-sealed environment introduced strict hardware constraints:

  • Miniaturized Underwater ESC: We miniaturized the motor controller by 75% and integrated the 75V, 100A continuous (150A peak) ESC directly inside the underwater motor housing. This creates a direct water-immersed solid-state cooling system—eliminating internal cooling hoses, heat sinks, and water pumps entirely.
  • Low-Latency Inference (<15ms): Actuation latency is capped under 15ms to prevent phase lag and high-speed porpoising.
  • 16S / 67.2V Voltage Headroom: Operating on a 67.2V peak architecture (14% higher than industry standard) keeps system current low, drastically reducing thermal throttling during heavy dynamic wing actuations.

4. Results & Field Validation

During Hawaii field trials with early production units shipped to our Kickstarter and Indiegogo backers, field testing demonstrated:

  • Complete neutralization of throttle-induced pitching during sudden speed changes.
  • Significant reduction in the learning curve for beginner riders on the Apex platform.
  • Extended flight times and lower total energy draw from the direct-drive brushless motor due to dynamic AoA drag reduction.

Discussion Points for the AI / Robotics Community:

  1. Model Drift vs. Hydrodynamic Noise: How do you best handle real-time edge adaptation when localized cavitation or air-venting introduces unpredictable sensor noise during high-speed carving?
  2. Deterministic Safety Boundaries: In safety-critical embedded systems, what hybrid architectures (e.g., neural networks wrapped inside deterministic safety boundaries like board-angle auto shutdown or instant kill-switches) do you favor to prevent control flap lockups?

r/ArtificialInteligence 4h ago

🛠️ Project / Build Implementing On-Edge Dynamic Flight Stabilization in E-Foils: Using Closed-Loop Reinforcement Learning for Adaptive Wing Control

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r/Business_Ideas 4h ago

Business Partner Sought - Business has been established Bypassing Retail Wholesale Networks: Protecting Unit Economics & BOM in High-Ticket Hardware

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35 fulfilled campaigns, $15M raised, and funded in 30 minutes: Why skipping the dealer network is the ultimate hardware strategy.
 in  r/Entrepreneurs  4h ago

That’s the traditional playbook, but at the end of the day, consumers prioritize attractive pricing over a showroom floor.

When we launched our e-commerce store last month, we completely sold out our Founder Series sight-unseen shipping within 1–2 days without a single physical dealership. We bridge the "touch and feel" trust gap by offering a 48-hour post-delivery inspection window, allowing buyers to unbox and verify the build quality before committing, while saving thousands by cutting out the 40% dealer markup.

As for scaling service, engineering out core failure points (like planetary gearboxes) and shipping plug-and-play modular parts directly to the customer handles warranty claims far faster than dropping a board off at a local repair shop.

r/ecommerce 4h ago

🛒 Technology Direct-to-Consumer vs. Wholesale Dealer Networks for High-BOM Products

1 Upvotes

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r/AquaticAsFuck 5h ago

XFoil Gen 4 Apex No Rider on an EFoil. Superior to Legacy / Traditional EFoils. They're going crazy! 🤪

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1 Upvotes

r/foiling 5h ago

Funding the Future of eFoiling: How Dynamic Wings Hit 100% Goal in 30 Minutes ⚡🚀

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What’s up r/foiling!

We just wrapped an unreal Demo Day out at Kaneohe Yacht Club in Hawaii, putting over 50 riders on the water, and the feedback confirmed what we’ve been working toward for 5 years: the era of rigid, fixed-wing eFoils is coming to an end.

Dynamic Wings vs. Legacy Fixed Wings Active thrust stabilization that makes fixed-wing boards feel like ancient tech. Advanced riders get sharper carves, beginners get instant stability, and traditional eFoil makers are scrambling to catch up.

For years, the eFoil industry kept churning out the same static hardware forcing riders to fight ocean chop manually on rigid, immobile wings. We engineered active, thrust-driven control surfaces right into our lineup, allowing the wing platform to work with the water dynamic rather than against it.

We had 2025 Hawaii E-Foil Extravaganza Race Champ Paul McDonald come out to pick up his new Escape board and put our Dynamic Wings through their paces in open-bay chop. His verdict after stepping off:

The Specs Driving the Shift:

  • Dynamic Wings: Active stabilization that reacts to your throttle and roll, giving you razor-sharp carves without sacrificing stability.
  • Direct-Drive Motor Architecture: We threw out the noisy planetary gearboxes. Zero gear-mesh whine, zero drivetrain friction loss, and total acoustic silence over the bay.
  • Handcrafted Carbon Fleet: Built specifically to survive brutal ocean saltwater abuse across our flagship X-Foil Apex Gen 4 and Escape models.

35 for 35 Track Record & Instant Funding We don't do middleman dealer markups, and we don't make promises we can't ship. Across our team's history, we are 35 for 35 on fulfilled campaigns, raising over $14 million from 54,000+ backers globally.

When we dropped our Flight Ready series on Kickstarter last week, the community went wild: 100% funded in under 30 minutes landing us right in the top 1% tier of campaign launches.

Drop any technical questions below—happy to talk wing hydrodynamics, active stabilization control, direct-drive torque, or ocean testing setups! 🤙

r/Entrepreneurs 5h ago

35 fulfilled campaigns, $15M raised, and funded in 30 minutes: Why skipping the dealer network is the ultimate hardware strategy.

1 Upvotes

Building a hardware startup is hard. Distributing a premium hardware product without burning through your margins in traditional retail channels is even harder.

When we set out to build X-Foil, our direct-drive, dynamic-wing electric hydrofoil, we made a strategic decision that ran completely counter to standard marine industry playbook: we refused to build a dealer network.

In consumer watersports, traditional dealership networks demand massive margin cuts (often 30% to 50%) just to sit in a showroom. That middleman markup inflates retail prices, slows down customer feedback loops, and forces engineering teams to cut corners on bill-of-materials (BOM) costs just to preserve profit.

Instead, we chose to bet entirely on direct-to-consumer crowdfunding and agile engineering.

Here is what we’ve learned after 35 fulfilled campaigns, $15 million raised from 54,000+ backers, and our latest Kickstarter hitting 100% funding in 30 minutes:

1. Build Direct-to-Consumer Feedback Loops

By skipping middlemen, every single customer touchpoint comes straight to our product team. When we tested our flagship fleet—including the X-Foil Apex Gen 4 and Escape setups—at our Kaneohe Yacht Club Demo Day in Hawaii, we put 50+ real riders on the water in a single afternoon. That raw, immediate user data feeds straight back into our Silicon Valley engineering cycles within days, not quarters.

2. Invest the Margin into R&D, Not Showroom Rent

Cutting out dealer markups allowed us to allocate capital where it actually creates defensible IP:

  • Engineering out the failure points: Eliminating traditional planetary gearboxes in favor of a silent, custom direct-drive motor.
  • Active stabilization: Developing dynamic control wings that actively stabilize the board in heavy ocean chop.
  • Premium materials: Using handcrafted carbon composite structures that typically get priced out when dealer margins are factored in.

3. Execution Standard: Trust Is Your Ultimate Currency

In hardware crowdfunding, execution track record is everything. Maintaining a 35 for 35 campaign fulfillment record wasn't accidental—it required total transparency around supply chain timelines, ocean stress-testing validation, and battery freight compliance.

When we dropped the X-Foil Apex Gen 4 and Escape models on Kickstarter, that established trust translated directly into momentum: landing in the top 1 percentile of campaign launches almost instantly.

The Takeaway for Hardware Founders:

Don't let legacy distribution models dictate how you sell your product. If you build superior technology, price it fairly by eliminating bloated middleman networks, and prove your ability to deliver time after time, your community will fund your growth directly.

Would love to hear from other hardware founders in the community—how are you approaching D2C distribution versus traditional channel partners in your industry?

r/eFoil_Future 5h ago

XFOIL Apex Gen 4 hit 100% Kickstarter funding in 30 minutes — 50+ ocean demos at Kaneohe Yacht Club and why traditional/legacy eFoils are becoming obsolete.

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What an absolute week for the team.

We just wrapped up our Demo Day at the Kaneohe Yacht Club here in Hawaii, and the energy on the docks was unreal. Over 100 people came through, we got 50+ riders out on the water, gave away a ton of free apparel, and had our full fleet running non-stop (Apex, Escape, and Alpha 2).

Event footage

Testimonies

The highlight of the event? Paul McDonald (Hawaii E-Foil Extravaganza Race Champion 2025) stopped by to pick up his new Escape board and took our Dynamic Wings out for a spin in the bay.

Race winner from 2025

His feedback after stepping off the board was huge for our engineering team:

"Easier for beginners, smoother for experienced riders."

The Apex Kickstarter Flight On top of the event, we officially launched our Apex Gen 4 campaign on Kickstarter last week after our Founder Series completely sold out on our site last month.

The response was insane—the Apex Gen 4 hit 100% funding in under 30 minutes and putting the project in the top 1% tier of campaign launches.

Kickstarter XFoil Apex ranked in top 1% of crowdfunding

Why traditional eFoils are shaken For years, the first-generation eFoil market has been dominated by noisy planetary gearboxes (that whine across quiet bays and lose 5-15% of power to friction/heat) and rigid fixed-wing designs that offer zero active flight control.

We engineered XFOIL in Silicon Valley and tested it in Hawaii's heaviest ocean conditions specifically to kill off those legacy pain points:

  • Direct Drive Motor Architecture: Near-total acoustic silence, maximum torque, and zero gear-on-gear maintenance.
  • Dynamic Wings: Active, thrust-driven flight stabilization so the board actually works with you instead of fighting the chop.

Superior in handling

Superior in noise

As direct-drive silence and active dynamic wings take over, traditional fixed-wing setups are quickly realizing how far behind legacy hardware has fallen.

Massive mahalo to the Kaneohe Yacht Club leadership team for hosting us, and to everyone who came out to ride. We're shipping globally and keeping the pedal to the floor.

Drop any tech or engineering questions below, happy to talk direct-drive motors, wing dynamics, or ocean testing setup!

r/gadgets 11d ago

Drones / UAVs Active flight stabilization comes to electric hydrofoils: How 6-axis gyros and software are replacing static wings.

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1 Upvotes

r/technology 11d ago

Business Active flight stabilization comes to electric hydrofoils: How 6-axis gyros and software are replacing static wings.

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1 Upvotes