Autonomy Insiders

Daniel Abreu Marques

Autonomy Insiders is the weekly podcast for people who need a clear view of autonomous driving, not recycled takes. Each episode features interviews with leaders across the autonomy ecosystem: robotaxi operators, OEMs, platform players, regulators, and investors. We go deep on Europe and China, markets that are often under-covered, and we always connect back to the US so you can compare playbooks. We talk about what changes outcomes: deployment constraints, unit economics, partnership strategy, safety cases, regulation, and the real work of scaling fleets and operations. You will hear what leaders are optimizing for, where they are stuck, and what they think is coming next. If you follow autonomous vehicles, this is built for you.

  1. -16 h

    The Robotaxi Industry's Real Bottleneck Is Not AI. It's the Curb

    Everyone in autonomous driving argues about sensors, foundation models and remote assistance ratios. Almost nobody argues about the last ten meters. Bern Grush, CEO of Pudocity, on why the robotaxi industry's real constraint is not the AI. It is deciding where the vehicle stops. Safety is an engineering problem, and engineering problems eventually get solved. Pickup and drop-off is not. It is a spatial management problem, and every robotaxi competes for a fixed resource at the curb against every other vehicle in the city. Which produces the prediction at the center of this conversation: as the industry scales, it will get safer and more congested at the same time. A fleet of 1,000 robotaxis generates roughly 25 million pickup, drop-off and staging events per year. Even a small failure rate becomes a million annual opportunities for a blocked bike lane, a blocked bus lane or a blocked fire truck. We cover what actually goes wrong at the curb, why better AI cannot fix a conflict that is fundamentally social, why five vehicles at one address can break a street, and what happens when three competing fleets surge to the same stadium curb with no coordination layer. We also get into how Pudocity's Curb Reserver works, who licenses it, who pays and who owns the data, why Bern drafts the ISO standards and builds the product at the same time, and the part that matters most for Europe: US states have preempted their own cities out of curb management, EU urban density is three to four times higher, and the window to write one clause into deployment permits is open right now. TIMESTAMPS 0:00 - Safer and more congested at the same time 0:55 - Nobody is debating the last ten meters 1:52 - The claim: the Achilles heel is not the AI 3:40 - But Waymo does hundreds of thousands of rides a week 5:11 - Why AI cannot replicate human improvisation at the curb 6:19 - Hard problem, or just an unglamorous one 8:16 - What actually goes wrong at the curb today 10:04 - When annoyance becomes a systemic problem 11:09 - Vans, buses, bikes: new problem or exposed problem 12:43 - Accessibility, and why it is also a commercial issue 14:05 - Public space for private fleets: reservation is not ownership 15:32 - Three fleets, one stadium, no coordination layer 17:04 - Inside Pudocity: how the Curb Reserver works 18:33 - Why the orchestration layer has to be independent 19:56 - Who actually pays for it 21:06 - Beyond robotaxis: goods, charging, staging, personal AVs 23:11 - Selling to cities vs. operators, and the biggest surprise 25:13 - The moat: patents, standards, network effects 26:41 - ISO 4448 and ISO 25614 without the jargon 29:24 - Why standards, not lobbying, are the leverage point 30:33 - Do standards freeze immature technology too early 31:59 - Inside the WEF Global Future Council on Autonomous Systems 34:13 - Is the curb problem worse in Barcelona than in Phoenix 35:45 - The one clause every transport minister should write into permits 39:02 - Who should own the curb data 39:58 - The AV belief Bern says is simply wrong 41:42 - Next steps for operators, cities and investors 43:48 - Closing thoughts LINKS The AV Market Strategist (newsletter) - https://avmarketstrategist.substack.com

  2. 29 juil.

    Public Trust in Autonomous Vehicles: What Europeans Actually Fear

    Europe's autonomous vehicle problem is not the technology. It is that almost nobody outside the industry knows what is coming. Guido Di Pasquale, Managing Director of PAVE Europe, on trust, education, and what actually decides whether Europe becomes a player or a market. Most AV coverage tracks the technology, the funding rounds and the deployment maps. This conversation covers the layer underneath all of it: whether the European public and European policymakers are anywhere near ready for what is being built. Guido Di Pasquale runs PAVE Europe, the nonprofit coalition Partners for Automated Vehicle Education, whose members span AV developers, insurers, certification bodies, public transport operators and public authorities. He has spent more than a decade inside the European debate on autonomous mobility. We get into the uncomfortable structural questions first: how a coalition funded by the industry stays a neutral educator, and why PAVE Europe's founding mix of insurers and testing organizations, rather than carmakers, tells you something real about how Europe approaches autonomy. From there we cover what the survey data actually says about European trust, why the European concern is governance and jobs rather than crash safety, and the chicken and egg problem of building trust in a continent with almost nothing to try. We also cover accessibility as a design requirement rather than an afterthought, why Europe's collaboration framework is a genuine and defensible edge, what Europe is really missing beyond capital, whether Europe should restrict Chinese AV players the way Washington has, and what a realistic 2030 looks like TIMESTAMPS 0:00 - Why public readiness is the AV story that gets no airtime 0:30 - What PAVE Europe is, and what it deliberately is not 2:20 - The neutrality question: the members pay the bills 3:58 - What "education" actually looks like month to month 6:52 - Why PAVE Europe was founded by insurers and TÜV, not carmakers 8:26 - Policymakers now, citizens later: where the energy goes 10:36 - The study visit that changed a national regulation 12:51 - What Europeans actually fear, and what they get wrong 15:45 - The chicken and egg problem: trust requires trying 17:46 - Accessibility: repairing the mistakes of the old mobility system 20:43 - Is European acceptance uniform? Exposure vs. acceptance 22:28 - Europe's real and defensible edge 24:14 - The single biggest thing Europe is missing 26:16 - The talent Europe educates and then exports 26:47 - Regulate first vs. deploy first: strength or excuse? 28:31 - What Europe can learn from China, and what it cannot copy 30:01 - Should Europe restrict Chinese AV players? 32:09 - Setting standards instead of building walls 32:52 - Europe in 2030: what meaningful deployment looks like 35:09 - The missing players: where are the OEMs and Tier 1s? 35:23 - Closing thoughts Connect Newsletter: https://avmarketstrategist.substack.comLinkedIn: https://www.linkedin.com/in/daniel-abreu-marques-/

  3. 22 juil.

    EU Type Approval Explained: How Autonomous Vehicles Get Certified for European Roads

    Certification, type approval, homologation. Not the sexiest words in autonomous driving, but arguably the most decisive ones for whether AVs ever reach European roads at scale. The EU's Level 4 regulation (2022/1426) has existed for four years. As of today, not a single vehicle holds EU type approval under it. The common narrative blames slow regulation. My guest tells a different story: the framework is ready, the technical services are ready, and the real bottleneck sits inside the companies themselves. Dirk Fratzke is Project Leader in the Autonomous Driving & ADAS department at TÜV SÜD, the independent testing organization that assesses AV companies across three continents, from Waymo and Aurora in the US to projects across Europe and Asia. He led TÜV SÜD's involvement in the EVA shuttle project in Karlsruhe, one of Germany's first SAE Level 4 deployments in public transport, and has co-authored academic research on systematically testing autonomous driving functions. In this episode, we cover: What homologation and type approval actually mean, and how Europe's independent assessment model differs from US self-certification The two-step approval process for Level 4: EU type approval for the product, then operating area approval from the "owner of the road" Why the 1,400-unit small series cap is a benefit for AV companies, not a showstopper What is really delaying Europe's first Level 4 approval, and why Dirk says "maybe one year, maybe two" Why Mobileye's completed functional safety management assessment matters as a milestone Whether end-to-end AI systems can pass European certification at all Why Pony.ai, WeRide, and Momenta are entering Europe How TÜV SÜD approved shuttles without steering wheels by arguing from the regulatory framework for horse-drawn coaches The newly adopted UN global regulation for driverless vehicles, and the alcohol interlock absurdity that shows why updates were overdue Whether you build, operate, insure, or invest in autonomous vehicles, this episode explains the process that decides who gets to deploy in Europe and when. Timestamps: 00:00 – Cold open: why AVs need an independent set of eyes 01:18 – Intro: certification, type approval, homologation 03:07 – Dirk's path: from car mechanic to TÜV SÜD 04:48 – Why a 160-year-old testing org jumped into autonomous driving 06:19 – What a "technical service" actually does 07:22 – Team size and how demand has shifted 09:24 – Homologation vs type approval vs US self-certification 11:10 – Level 3 vs Level 4: two separate regulatory tracks 14:00 – How UNECE regulation becomes binding law 17:05 – The EVA shuttle project in Karlsruhe (and Bad Birnbach first) 19:05 – Approving a vehicle with no steering wheel 21:09 – The two-step EU approval process (2022/1426) 23:30 – Operating area approval: the "owner of the road" 25:11 – Zero Level 4 approvals: what's really blocking it 27:32 – Vertical integration vs partnership: who applies? 30:21 – How long approval realistically takes 32:43 – The 1,400-unit small series cap, and why it's a benefit 35:12 – Why US and Chinese companies come to TÜV SÜD 36:46 – Waymo, self-certification, and the four-eye principle 39:15 – Chinese AV companies entering Europe: the Level 3 play 41:42 – Can end-to-end AI pass European certification? 44:16 – The new UN global regulation for driverless vehicles 47:00 – When can a passenger hail a driverless AV in Europe? 49:00 – The one thing Dirk would change tomorrow

  4. 15 juil.

    From AV Pilot to Public Service: What It Really Takes to Operate Autonomous Vehicles in Europe

    Most conversations about autonomous driving stop at the vehicle: the sensors, the AI, the next demo. But once an autonomous service carries real passengers in public transport, the hard part is not the car. It is everything around it. In Episode 19 of Autonomy Insiders, I sit down with Stefanie Berliner, who leads the DACH business at Holo, and Anders Toft, who runs operations. Holo operates autonomous vehicles for Ruter in Oslo and enables operators to run autonomous mobility services across Europe. We map who actually does what in a real AV deployment, and why the permit holder, a role most people have never heard of, carries the liability when something goes wrong. Anders walks through the first minutes after an incident, including the critical call between a local issue and a global one that grounds the entire fleet. Stefanie explains why the industry has shifted from proving technology to proving operational scalability, and why cities asking for "just one showcase vehicle" are getting turned away. We also get into the metrics that matter: why autonomy per road type is more honest than autonomy per kilometer, why remote assistance decisions need to happen within two to five seconds, and what a financially viable operator-to-vehicle ratio looks like. Topics covered: The shift from proving technology to proving operational scalabilityWho does what in a deployment: permit holder, operator, PTA, OEM, software providerWhy the permit holder, not the vehicle maker, is liable when something goes wrongIncident management: root cause analysis, local vs. global issues, grounding the fleetWhat regulators in Norway and Switzerland actually require, and how differently they workWhy autonomy per road type reveals what total mileage hidesRemote assistance thresholds and operator-to-vehicle ratiosHow operational experience transfers between platforms and compresses deployment timelinesWhat operators must build before Level 4 arrives in Europe Timestamps: 00:00 Intro 01:40 What Holo Does & Where It Sits in the AV Ecosystem 02:27 Current Deployments: From Pilots to Passenger Operations 03:40 Why the Car Is the Easy Part: Proving Operational Scalability 06:39 What Organizations Underestimate Before a Project Starts 08:21 The Gap Between a Pilot and Continuous Public Service 09:55 "We Want AVs Next Year": What Cities Must Bring to the Table 11:30 Who Does What: Mapping the Players in a Real Deployment 14:21 Contracts, Liability Split & the Vehicle "Black Box" 15:37 Where Dependencies Create the Most Operational Risk 17:11 When Something Goes Wrong: Root Cause & Owning the Answer 19:01 The Permit Holder Explained & the Setup With Ruter 21:46 What Regulators Want to See: Norway vs. Switzerland, Data & Traceability 27:51 Safety as an Organizational Task, Not Just a Technical One 30:23 Inside an AV Safety Management System 31:56 The First Minutes After an Incident: Local vs. Global 34:38 Autonomy per Road Type: Why the Simple Number Misleads 37:39 Metrics of a Maturing Deployment vs. Just Accumulating Miles 39:09 Remote Assistance: Thresholds & the Operator-to-Vehicle Ratio 41:59 SLAs When Software Behavior Changes Every Month 44:26 Edge Cases: How Rare Events in One City Improve Another 46:08 Where Operators and Tech Providers Misunderstand Each Other 47:59 What 10,000+ Hours on Mobileye Transferred to MOIA 52:05 The Operator's Role as EU Regulation Matures 54:15 Wrap-Up

  5. 8 juil.

    Agentic AI for Robotaxis: Inside Autobrains

    The autonomous driving industry has mostly converged on one architecture: a single, monolithic end-to-end model trained to handle the entire driving task. Igal Raichelgauz, founder and CEO of Autobrains, argues that approach hits a wall on edge cases and compute cost. His alternative is "agentic AI." Driving is broken into a large but finite set of specialized agents, each an expert in a specific situation, invoked by an orchestrator in real time. Autobrains claims this runs on roughly an order of magnitude less compute, needs almost no labeling, stays vision-only, and skips HD maps. We recorded just after Autobrains' two announcements at NVIDIA GTC Taipei: a Munich robotaxi program with Uber on NVIDIA DRIVE Hyperion, and a Level 4 robotaxi platform with VinFast for Southeast Asia's high-density traffic. We get into why Munich is a deliberate choice, what "OEM-agnostic" actually buys an automaker, and how an investor list that doubles as a customer list (BMW, Toyota, Continental, VinFast, Magna, Knorr-Bremse) shapes the company. Timestamps: (01:30) What Autobrains does, and the problem of bringing autonomy to 1.5 billion cars(02:10) Agentic AI in one sentence, and why specialization beats one big model(05:04) Why Igal thinks the end-to-end consensus is wrong(07:16) Edge cases: school buses, pedestrian intent, a kid chasing a ball(08:19) The claim of ~10x less compute and near-zero labeling, and how to prove it to a skeptical OEM(09:31) Traceability and explainability for regulators through modularity(11:06) The business model: mass-production ADAS, robotaxi, and air-to-road redundancy(13:40) Software-only, chip-agnostic, vision-first, and what that trade-off costs(16:12) The investor list that doubles as the customer list(18:40) The Munich robotaxi program with Uber and NVIDIA, and what OEM-agnostic means(24:05) The VinFast deal for Southeast Asia(29:09) Why start in Munich, one of Europe's hardest cities(30:51) Is Europe really behind the US and China?(31:36) The regulatory path from pilot to paid service, and the 50,000-hour intervention target(33:28) A 5-year European robotaxi outlook(34:34) The eyes-off / Level 3 debate and why planned handover matters LINKS My free weekly Newsletter: https://avmarketstrategist.substack.com/ My LinkedIn feel free to connect: https://www.linkedin.com/in/daniel-abreu-marques-/

  6. 1 juil.

    Designing Driverless Cars for Everyone (Not Just Early Adopters)

    Driverless cars can pass every safety test and still lose the passenger — because trust, not technology, decides whether robotaxis actually scale. Dr. Clare Mutzenich on the human factors inside the autonomous vehicle almost no one is designing for. Most coverage of autonomous driving is about the driving. This conversation is about everything else — what happens inside the cabin of an empty robotaxi when something goes wrong, and who's in charge when there's no driver to turn to. Dr. Clare Mutzenich is Professor of Human and AI Interaction at Loughborough University and founder of Anthrometric, an independent human factors and behavioral science consultancy. She's spent a decade studying self-driving safety, remote operations, and how real people actually behave inside these vehicles. We get into the many layers of passenger trust, why the human driver was doing far more emotional and social work than we credit, and what her 91-person VR emergency study revealed — including the finding that nearly everyone, across every demographic, wanted the same thing: a button to a human. We also cover accessibility when the interface becomes an AI, the realistic limit on how many vehicles one remote operator can supervise, the UK's Automated Vehicles Act 2024, and why Europe's slower, more cautious approach might be an advantage rather than a handicap. Recorded as the UK prepares for its first driverless taxi services — so the timing matters. TIMESTAMPS 0:00 - The trust problem the industry is underpricing 1:05 - Intro: the passenger nobody puts on a keynote slide 2:16 - What a driverless vehicle actually owes its passengers 3:04 - Why the in-cabin experience is the risk operators are least ready for 3:56 - Unpacking trust: the layers, and over-trust / complacency 5:27 - Why the first 10,000 rides and the first 10 million are different products 7:32 - The trap of designing for novelty-seekers and early adopters 9:32 - The most common wrong assumption about first-time riders 11:54 - The hidden emotional and social work the driver used to do 13:41 - Simulator study: Level 3, "user in charge," and taking back control 19:42 - Shared rides: social norms when the referee disappears 21:53 - The 91-person VR emergency study — and what surprised her most 24:47 - Designing for children (ages 8–17) and cognitive impairment 26:44 - Who is in charge in an emergency with no driver? 28:42 - The tension between too little and too much intervention 30:10 - The commercial case for inclusive design from day one 31:53 - What accessibility means when the interface is an AI 33:07 - Genuine inclusive design vs. compliance theater 35:36 - The user group the industry is most blind to 36:16 - The human in the loop: what the public misunderstands about remote operators 37:23 - Operator-to-vehicle ratios and where situational awareness breaks down 39:43 - Is Europe's caution a disadvantage — or an advantage? 41:40 - Anthrometric: when human factors work arrives too late 42:45 - Who should take this most seriously, and the next frontier: women's safety 45:30 - Closing thoughts LINKS The AV Market Strategist (newsletter) - https://avmarketstrategist.substack.com #AutonomousDriving #Robotaxi #SelfDrivingCars #HumanFactors #AutonomyInsiders

  7. 24 juin

    European Autonomous Driving: Inside Niulinx and the Robosharing Model

    Europe has no autonomous driving champion. Luca Foresti wants to change that, without copying the American robotaxi. Daniel sits down with Luca Foresti, CEO and founder of Niulinx, a Politecnico di Milano spin-off that just raised 38 million euros, the largest autonomous driving round in Italy to date. Instead of chasing a full robotaxi, Niulinx is building "Robosharing": you call a car with an app, it drives to you autonomously at up to 30 km/h, you take the wheel and drive yourself, then it returns to the fleet. The bet is that this model trades billions in capex for a fraction of the cost in opex, and reaches European homologation faster. In this episode: What Robosharing is and why it fits Europe's roads, regulation, and capital realityThe regulatory-native approach to EU type approval and homologationThe franchising business model and a single shared remote operations stationRetrofitting the Fiat 500e and the case for L7 two-seater vehiclesEnd-to-end AI versus a modular stackWhy Europe lags on AV, the OEM incentive problem, and a 2030 outlook TIMESTAMPS 0:00 - Intro: Why Europe has no AV champion 1:23 - From lab to company: the Politecnico di Milano spin-off 2:45 - Why Foresti left healthcare for autonomous driving 5:17 - 12 co-founders and a team averaging 27 6:37 - What Niulinx sells: "Robo Sharing" explained 10:08 - Is Robo Sharing a stepping stone to robotaxi? 12:04 - Make vs. buy: the in-house software stack 13:19 - Retrofitting the Fiat 500e — and watching L7 vehicles 16:29 - What "regulatory native" actually means 19:22 - End-to-end AI vs. the modular stack 22:32 - Keeping European talent in Europe 24:00 - Chinese players in Europe and the home-turf edge 25:41 - Geographic footprint: Italy, Germany, and beyond 27:22 - Where European AV regulation stands today 28:56 - Will Niulinx ever partner with a carmaker? 31:02 - The real cost of retrofitting a car 32:59 - The €38M raise — how far does it get you? 35:11 - How the capital is allocated 36:45 - Why Europe has no AV champion (the honest answer) 39:52 - Should Europe restrict Chinese virtual-driver companies? 41:46 - Autonomous mobility in Europe by 2030 44:02 - Does this technology threaten the OEM business model? 46:34 - Closing LINKS The AV Market Strategist (newsletter) - https://avmarketstrategist.substack.com Autonomy Insiders on Spotify - https://open.spotify.com/show/7KilrHXFnMqafvtLMQDWXw Autonomy Insiders on Apple Podcasts - https://podcasts.apple.com/de/podcast/autonomy-insiders/id1883492805 #AutonomousDriving #Robotaxi #Niulinx #AVIndustry #SelfDriving

  8. 17 juin

    The EU's "Now or Never" Moment on Autonomous Vehicles, Pierfrancesco Maran, Member of EU Parliament

    Almost nobody in Brussels is against autonomous driving. That is not the problem. The problem is that most policymakers treat it as a distant future, not a present priority. So the agenda slips while the US and China move. Pierfrancesco Maran is trying to change that. He is the newly elected chair of the European Parliament's ENVI Committee, and before Brussels he spent thirteen years running mobility, urban planning and housing as a Milan city alderman. In December he hosted a Brussels conference on autonomous vehicles with more than 120 stakeholders from over 20 countries. He has called 2026 Europe's now-or-never moment on this technology. In this episode, Daniel sits down with Maran to map where Europe actually stands, what it can still win, and what has to change in the next twelve months. What we cover: Why the real barrier in Brussels is not opposition, it is the belief that AVs are a future problem, not a present one Why Maran argues Europe is not over-regulating AVs, it is renouncing them by failing to set rules at all The case for concentrating capital in three or four flagship projects instead of spreading it across 70 Why Waymo started in London and skipped Paris, Berlin and Milan, and what that signals about the EU Chinese technology already inside European deployments, from Switzerland to Zagreb, and whether the EU should restrict it The two structural limits of Regulation 2022/1426: the 1,500-vehicle cap per type per year and member-state control over operating areas The case for a European mobility agency to harmonize rules and pool AV data at EU level Why Europe's talent keeps leaving for the US, and why Maran calls it a capital problem first What Europe is still strong at His realistic picture of autonomous mobility in Europe by 2030Timestamps: 00:00 - Introducing Pierfrancesco Maran on Europe’s AV ambition 02:20 - From Milan city leader to EU policy advocate for autonomous vehicles 04:26 - European competitiveness and why Europe risks falling behind 06:46 - Challenges in Brussels: resistance, regulatory hurdles, and geopolitical risks 08:14 - The strategic value of autonomy beyond operational benefits 11:38 - Europe’s innovation lag compared to US and China, and why regulation isn’t the barrier 13:29 - EU’s industrial plan and investment priorities for AVs 16:13 - Industry insights: Meeting with Waymo and geopolitical considerations 18:20 - The importance of local experimentation, sandboxes, and citizen involvement 20:45 - The critical need for harmonized standards and cross-border test beds 24:55 - Building on European strengths: automotive heritage, safety, and talent 28:26 - The rise of startups and software-driven vehicle models in Europe 31:14 - The regulatory limits on driverless vehicle deployment and future EU policy 34:10 - The vision for a harmonized, safe, and scalable autonomous mobility ecosystem by 2030

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À propos

Autonomy Insiders is the weekly podcast for people who need a clear view of autonomous driving, not recycled takes. Each episode features interviews with leaders across the autonomy ecosystem: robotaxi operators, OEMs, platform players, regulators, and investors. We go deep on Europe and China, markets that are often under-covered, and we always connect back to the US so you can compare playbooks. We talk about what changes outcomes: deployment constraints, unit economics, partnership strategy, safety cases, regulation, and the real work of scaling fleets and operations. You will hear what leaders are optimizing for, where they are stuck, and what they think is coming next. If you follow autonomous vehicles, this is built for you.

Informations

  • Création
    Daniel Abreu Marques
  • Années d’activité
    2026
  • Épisodes
    23
  • Classification
    Tous publics
  • Copyright
    © 2026 Daniel Abreu Marques
  • Site web de l’émission
    Autonomy Insiders

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