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Breaking the Bottleneck · May 11, 2026

Issue 117 - Widespread Physical AI Adoption, Bosch's Agent Saves €850K Per Plant, and Continuous Physics Reasoning

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Manufacturing Tech · Breaking the Bottleneck

Breaking the Bottleneck is a weekly newsletter and interview series covering manufacturing technology and physical AI. Want to chat? Reach out at aditya@machinafactory.org or connect with me on LinkedIn.

This newsletter is brought to you with support from our partners: Jiga, Upkeep, Industry 4.0 Club, Ironloop, and T51.

Capgemini surveyed 1,678 senior executives across 15 industries for its new 140-page Physical AI report, and the headline finding is that 79% of organizations are already engaging with the technology in some form. Below are the slides that caught my attention.

Vinci proposes a new category called Continuous Physics Reasoning, enabled by a physics foundation model. The model should reason directly over physical structure rather than abstracted features, be deterministic, hit solver-grade correctness at manufacturing resolution, generalize to new geometries and materials out-of-the-box with no customer-specific training, operate as a single global model with no per-customer forks or forward-deployed engineering, and run efficiently across scales.

Tessera Labs raised $60M from A16z and Foundation Capital
Agentic ERP • Series A • USA

Nova Intelligence raised $31M from Chemistry
Agentic ERP • Series A • USA

Spread AI raised $30M from DTCP Growth, IQT, and others
Industrial AI • Series B • Germany

Robotic’s End Game

Breaking the Bottleneck is brought to you with support from our partners.

  • Jiga - Is a platform that connects hardware teams with vetted manufacturers for custom parts. Instead of black-box instant quotes, you see exactly who’s making your parts and can talk to them directly.

  • Upkeep - CMMS Software helping maintenance teams manage work orders, assets, and preventive tasks efficiently from any device

  • Industry 4.0 Club - Leading cross-functional group accelerating the adoption of Industry 4.0, delivering better experiences to consumers, better profits to manufacturers, and better jobs to factory workers.

  • Ironloop - Ironloop is a modern OT/ICS software platform that delivers configuration-level intelligence, giving manufacturers ground-truth security visibility and compliance confidence across air-gapped networks.

  • T51 - T51 is an AI-native planning, scheduling, and optimization platform that integrates securely with your existing ERP, MES, and data stack.

Read the original on breakingthebottleneck.substack.com

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