Torque & Tokens · series · snapshot 4 Nov 2026

Automotive → physical AI

Carmakers and their suppliers already know how to industrialise machines: requirements, CAD and PLM, simulation, commissioning, evidence and change approval. This series follows where that know-how is now being pointed at robots, one dated relationship at a time.

Timeline infographic: seven industrial relationships by announcement date, Jun 2025 to Oct 2026, each with its stage and an official company photo (some photos from later releases), plus the LOCI software tool as an undated box.
Layout, lettering and software symbols: Torque & Tokens image engine (Higgsfield gpt_image_2_5). Robot photos: unaltered official photos placed in Canva (design DAHaAPN9_sI). Timeline dates are deal announcements; photos can come from later releases. The facts are in the table below. Starting list: Eli Ken-Dror on LinkedIn, 2026-11-02 (post). Original source graphic: Erdem Ürün / The Business Developer (not reused; our map is redrawn from primary sources).

The map, row by row

01Schaeffler × Humanoid
UK robotics company
BINDING PHASED DEAL
Jan 2026 agreements · binding deal 13 May 2026
First systems before end 2026; initial two-site phase Dec 2026 to Jun 2027; four-digit units by 2032 is a targetsource · source
03Schaeffler × Wandelbots
physical-AI software
TECHNOLOGY PARTNERSHIP
22 Oct 2026
NOVA: build, test and move robot apps between plants; virtual tests on NVIDIA Omniverse + Isaac Simsource
05Schaeffler × Hexagon Robotics
AEON, wheeled
PILOT → SCALE-UP PLAN
2025 pilot · 22 Apr + 19 Aug 2026
Wheeled AEON trains in Schaeffler's Humanoid Gym; at least 1,000 units by 2032 is a plansource
02Bosch × NEURA Robotics
DEVELOPMENT PARTNERSHIP
14 Jan 2026
Plan to collect real-world work, movement and environmental data in Bosch facilities using sensor suits; AI software co-developedsource
06Renault Group × Wandercraft
MINORITY STAKE + PARTNERSHIP
Stake 6 Jun 2025 · Douai test Jun 2026
Calvin handles tyres at Douai; plan: around 10 robots by end 2026, 350 by end 2027source
07Audi × Agile Robots
with Dassault Systèmes + NVIDIA
PROOF OF CONCEPT
21 Oct 2026 (NVIDIA GTC Berlin)
Ingolstadt Production Lab: parts sequencing for final assembly, virtual twin in DELMIA firstsource
08Fincantieri × Generative Bionics
DEVELOPMENT PROGRAMME
11 Feb 2026 (4-year programme)
Sestri Ponente shipyard, first on-site tests planned by end 2026 (shipbuilding, not automotive)source
04Aurora Labs × LOCI
its own product
ADJACENT SOFTWARE TOOL
Predicts timing, power and memory of compiled robot software before it runs; LOCI's own FAQ says runtime tests and simulation still validatesource

Stages are what the primary sources say on their dates. Unit counts for 2027–2032 are company plans or targets, not deliveries. Fincantieri is shipbuilding, listed as an adjacent industry. LOCI is a software tool, not an industrial deal; NVIDIA Inception membership is not counted as a partnership.

Sources

Photo credits

Renault Group × Wandercraft (Jun 2025 row)Calvin at DouaiRenault Group, 26 Jun 2026 · source
Bosch × NEURA (Jan 2026 row)NEURA robot from the partnership release photo (cropped)NEURA Robotics, 14 Jan 2026 · source
Fincantieri × Generative Bionics (Feb 2026 row)GENE.01 release imageFincantieri / Generative Bionics, 11 Feb 2026 · source
Schaeffler × Hexagon (Apr 2026 row)AEON in the Humanoid Gym (cropped)Hexagon, 19 Aug 2026 · source
Schaeffler × Humanoid (May 2026 row)HMND 01 at a Schaeffler facility (release still)Humanoid, 13 May 2026 · source
Audi × Agile Robots (Oct 2026 row)Proof-of-concept press imageAudi / Agile Robots, 21 Oct 2026 · source

In this series

Topics the series covers, one relationship at a time.

  1. 00

    Who's building the industry behind Europe's humanoids?

  2. 01

    An agent-built car plant, and what OEM engineers should test first

  3. 02

    Develop a humanoid like a car: Renault × Wandercraft's Calvin

    requirements → recreated workshop at Flins → weekly changes (camera height, leg length, software) → Douai acceptance; design-to-cost and change control

  4. 03

    Twin first, robot second: Audi × Agile Robots in Ingolstadt

    parts sequencing PoC; DELMIA/3DEXPERIENCE + Omniverse virtual commissioning before deployment; high-variance bin picking

  5. 04

    From demo to line approval: Schaeffler's Humanoid Gym and Hexagon's AEON

    representative tasks, repeatability, policy validation, supplier feedback loop

  6. 05

    The factory as training data: Bosch × NEURA

    sensor-suit workplace data, task knowledge as an asset, data governance questions

  7. 06

    Validate once, reuse everywhere? Schaeffler × Wandelbots NOVA

    moving robot apps between plants; skill store; reusable acceptance evidence; Omniverse/Isaac Sim tests

  8. 07

    Supplier and customer: Schaeffler × Humanoid

    actuator supply + robot purchase; field data back into component design

  9. 08

    Welding is process engineering: Fincantieri × Generative Bionics

    seam perception, weld quality, site validation at Sestri Ponente, certification path; adjacent industry

  10. 09

    What can an agent check before HIL? Aurora Labs' LOCI

    timing/memory budgets for agent-written controllers; predicted vs measured; HIL stays