Endurance Innovation

Andrew Buckrell and Michael Liberzon

Endurance Innovation examines the technology, science, and engineering shaping modern endurance sport. Each episode features a focused conversation with researchers, coaches, and industry practitioners working in areas such as cycling aerodynamics, triathlon equipment, performance modeling, training science, biomechanics, and data analysis. Rather than speculation or trend-driven commentary, the show emphasizes evidence-based methods and practical applications for athletes and coaches across cycling, triathlon, and other long-course disciplines. Topics include aerodynamic testing, cooling, running and cycling performance, endurance nutrition, training strategies, and the tools that support both high-performance and age-group athletes. New episodes are released periodically.

  1. 11/19/2025

    Ingmar Jungnickel on AiRO and Scalable Aerodynamic Testing

    Sports aerodynamicist Ingmar Jungnickel joins the show to discuss AiRO, a new CFD-based aero analysis tool built for bike fitters and coaches. He outlines why traditional wind-tunnel and field-testing approaches struggle with cost, complexity, and repeatability, and explains how recent advances in computing and AI now make high-fidelity CFD practical at the fit-studio level. The discussion highlights AiRO’s emphasis on breadth of exploration—rapidly testing wide parameter ranges—rather than pursuing ever-higher fidelity in isolated conditions. Key Points Ingmar’s background spans wind-tunnel work, velodrome testing, CFD development, and elite projects with Specialized, the German Cycling Federation, and U.S. Speed Skating. Conventional aero tools—wind tunnels, track testing, field testing, PIV, and ultrasonic tomography—are limited by scalability, environmental control, rider repeatability, and cost. AiRO’s core components include:a parametric human model fitted from simple photographs and basic anthropometrics,a digital-twin rider posture controlled through ~18 intuitive sliders,fast, cloud-based CFD simulations. AiRO’s strategic focus is breadth over depth: enabling broad parameter sweeps, positional permutations, and large-scale exploration that would be infeasible in a tunnel or on a track. Digital repeatability eliminates rider-movement noise, one of the main sources of error in physical aero testing. Current limitations include the absence of textured-surface modelling (aero socks, advanced skinsuits) and single-yaw simulations, though both are technically feasible as compute economics improve.Links & Resources AiRO: https://airo.app Contact Ingmar Jungnickel: ingmar@airo.app AiRO Instagram: https://www.instagram.com/airo_app/

    1h 26m
  2. 11/11/2025

    Coach Russ Cox on Qualifying for the Ironman World Championship

    Michael welcomes UK-based triathlon coach and data analyst Russ Cox to unpack Ironman’s major overhaul of its World Championship slot allocation system. Drawing on his 14 years of statistical modeling and 16 years of coaching experience, Russ explains how Ironman’s shift from participation-based to performance-adjusted qualification is reshaping who gets to Kona — and what that means for athletes, coaches, and the broader triathlon community. The origins of Coach Cox’s Ironman results database and its evolution from manual HTML scraping to modern race analytics Key environmental and geographic factors influencing Ironman course speed (heat, humidity, elevation, wind, road surface) The 2024–25 transition from the legacy slot allocation system to Ironman’s new performance-adjusted ranking model How adjustment factors are derived from the top 20 % of Kona finishers by age group Implications of a single combined men’s/women’s pool and early evidence of gender and age-group skew Why 50–54-year-old men have disproportionately benefited, and how that may (or may not!) self-correct over time Effects on athlete race choice, qualification strategy, and how coaches can advise under the new framework Practical guidance on interpreting adjusted times and using Russ’s online tools to benchmark Kona qualification potential. Coach Cox Website – Ironman Stats & Qualification Tools Coach Russ Cox on Instagram Ironman Rules for Qualifying

    1h 3m
  3. 10/07/2025

    Jamie Pugh of EXO Analytics on Carbohydrate Utilization

    This week, Michael welcomes Jamie Pugh, co-founder of EXO Analytics and senior lecturer at Liverpool John Moores University. Jamie’s research focuses on carbohydrate metabolism and the role of gut function during endurance exercise. The conversation explores the novel means that EXO Analytics brings lab-grade carbohydrate oxidation testing to athletes, the physiological insights behind carb intake, and the practical implications for fueling strategies in training and racing. Key Takeaways What EXO Analytics Measures: EXO tests how much of the carbohydrate an athlete consumes during exercise is actually used by the muscles, using stable-isotope tracers and indirect calorimetry. Why It Matters: Understanding exogenous carbohydrate oxidation helps athletes personalize fueling to avoid both under-fueling and gastrointestinal distress. Individual Variation Is Wide: Even among trained athletes, optimal carbohydrate use ranges from about 60 to 120 grams per hour, with little correlation to performance level. Gut Training & Adaptation: While athletes can improve tolerance to carbohydrate intake, current evidence doesn’t confirm that “gut training” increases absorption efficiency—though it likely improves comfort and logistics. Beyond the Lab: EXO’s home-testing kit combines breath sampling and portable metabolic measurement, offering a simplified way for athletes to assess real-world fueling capacity.To learn more, visit exoanalytics.co.uk or follow Jamie on Instagram at @jamiepughperformance.

    53 min
  4. 05/06/2025

    IMTX Recap with Miranda Tomenson and Nerd Notes on Bike Tech

    Michael and Andrew welcome professional triathlete and coach Miranda Tomenson to the podcast. Miranda shares her experience prepping for and racing the IM NA Championship in the Woodlands TX, Texas, a notoriously challenging race for athletes just shaking off winter.  Following that chat, Michael and Andrew discuss their observations from the race expo and course, focusing on bike technology trends and an interesting calculation related to performance in the heat. Miranda's heat prep in training, including the construction of a makeshift heat chamber using a portable greenhouse around her indoor trainer. On race day, she encountered gastrointestinal issues during the run, which impacted her calorie absorption and ability to maintain pace. Miranda utilized the "Cool Bottle" during the bike segment, reporting that it helped provide cooling through contact points and the wet sleeve, in addition to its large fluid capacity. Michael and Andrew observed trends in bike technology at the event, including the prevalence of integrated and custom front-end cockpits on high-end bikes and the design of the new Ventum Tempus bike. Discussion on helmet design trends notes wider frontal profiles intended to integrate with the rider's shoulders and improve aerodynamics. Andrew presents a calculation showing that the difference in air density between 20°C and 30°C can equate to a power difference of approximately 8 watts at 40 km/h, potentially saving around three and a half minutes over an Ironman bike course. The episode concludes with a brief interview segment featuring professional triathlete Lauren Brandon, a veteran of Ironman Texas.

    1h 20m
4.9
out of 5
27 Ratings

About

Endurance Innovation examines the technology, science, and engineering shaping modern endurance sport. Each episode features a focused conversation with researchers, coaches, and industry practitioners working in areas such as cycling aerodynamics, triathlon equipment, performance modeling, training science, biomechanics, and data analysis. Rather than speculation or trend-driven commentary, the show emphasizes evidence-based methods and practical applications for athletes and coaches across cycling, triathlon, and other long-course disciplines. Topics include aerodynamic testing, cooling, running and cycling performance, endurance nutrition, training strategies, and the tools that support both high-performance and age-group athletes. New episodes are released periodically.

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