Randy Castleman

I’ve been working on the theory of why small, shippable factories are the perfect inversion to the centralized prefab factory model. It all collapsed into one line of math (credit to Gilles Retsin): Factory Efficiency = Usage × (Throughput × Product Value ) / ( CapEx + Deployment OpEx) The idea is that the closer you can drive Usage to 100 % while keeping the denominator tiny, the faster the flywheel spins.  A shippable microfactory tackles this by primarily focusing on a high Usage factor. Because the microfactory can be packed up afterwards and reused, its CapEx gets amortized over multiple projects, effectively raising its overall Usage across the year. If one project alone doesn’t fully occupy the factory, it can simply roll over to another job to maintain high Usage. Its CapEx is often an order of magnitude lower than a centralized factory (< $1M vs. $10-50M min), so the breakeven throughput is more achievable on a small pipeline of work. The real breakthrough here is portability. There is near-zero stranded capital and almost no idle time. To flesh this theory out, I wrote 3000 words on the topic for Brad Hargreaves and Thesis Driven. The article breaks down: - why “fixed factories, shipped goods” is being inverted to shipped factories, fixed goods - what a sub‑$1 M robotic cell does to CapEx per home versus a £45 M off‑site plant - early production/cost data on a shippable microfactory from Mollie Claypool, Gilles Retsin, Sam Baker and the Automated Architecture (AUAR) team - the hybrid reality of robots tackling the heavy structural components and human crews assembling faster and cheaper - technical constraints to pull this model off and future considerations on the optimal business model (own vs. rent) Major shoutout to Gilles Retsin for helping me pull this together. https://lnkd.in/eRTnbZPa

54

2 Comments

#AmTech Weekly Roundup:    Varda Space Industries raised $187 million in Series C funding from Shrug Capital, Founders Fund, Khosla Ventures, Caffeinated Capital, Lux Capital, and Also Capital (Mike Annunziata). Varda designs and operates spacecraft that can manufacture pharmaceuticals and advanced crystals in microgravity before returning them to Earth safely.  Will Bruey, Delian Asparouhov, Daniel Marshall    MaintainX raised $150 million in Series D funding at a $2.5 billion valuation from Bessemer Venture Partners, Bain Capital Ventures, The D. E. Shaw Group Ventures, and others. MaintainX is an AI-powered maintenance platform for manufacturers, schools, hospitality, and other industries with large physical footprints.   Chris Turlica, Hugo Dozois-Caouette Polimorphic raised $18.6 million in Series A funding from General Catalyst, M13, and Shine Capital. Polimorphic is building an AI-powered CRM for local governments to automate workflows and improve citizen experiences.  Parth Shah #VC #Startups #GovTech #Space #Unicorn

26

4 Comments

How Alpine Space Ventures built deep-tech conviction into a strong Fund I performance and why Fund II is all-in on real space infrastructure. Joram Voelklein https://lnkd.in/eEKxVQDT

14

🇺🇸 The U.S. is the WORLD’S LARGEST consumer of stable isotopes, yet has minimal domestic production capacity — constraining nuclear, pharmaceutical, defense, and other CRITICAL industries. Actinide raised millions out of the last Discipulus Ventures Cohort to build a scalable American isotope platform and ignite the next ATOMIC AGE in America👇 Who Actinide was founded by Eric Olszewski and Robert Mendelsohn Eric is a repeat founder and early Ethereum developer who personally funded $1M+ into Actinide. Robert has spent nearly a decade building isotope separation machines and has prototyped nearly every separator described in the literature. Problem Isotopes unlock advanced materials by changing how substances behave, improving heat transfer, mechanical response, and transport properties through controlled atomic-scale interactions. Yet supply is highly concentrated: Russia dominates many high-value isotopes, while U.S. production capacity remains extremely limited. Solution Actinide rebuilt Manhattan Project–era calutron technology from first principles. Using modern physics simulation, advanced magnetic assemblies, semiconductor-grade components, and in-house manufacturing, Actinide produces isotopes faster and at far lower cost than legacy systems. Vision and Progress Actinide’s first full-scale machine has successfully produced material verified by an independent third-party lab. The company has signed supply agreements across nuclear and pharmaceutical markets, including isotopes priced near $36,000 per gram. Early demand already exceeds current throughput. Hiring Actinide is scaling American manufacturing at the atomic level. They are hiring machinists, metallurgists, control systems engineers, and operators to help build the domestic supply chain for the most valuable materials. Contact: eric@actinideinc.com Discipulus Ventures backs founders tackling America’s hardest problems. If you’re building something ambitious like Actinide, apply to our Cohort: 👉 https://cometogundo.com

70

1 Comment

Micro, Meso, and Macro: How Start-ups Are Shaped Start-ups do not operate in isolation. Their formation, growth, and survival are shaped by influences operating at three levels: micro, meso, and macro. Understanding how these layers interact is central to explaining why some ecosystems mature coherently while others remain active but fragile. The micro level sits closest to the venture. It includes founders, teams, internal governance, early customers, product discipline, and execution capability. These factors directly affect how decisions are made and how quickly learning occurs. Evidence across entrepreneurship research shows that micro-level strength matters, but it functions within constraints it does not control, such as regulation, market access, and capital structure. The macro level defines those constraints. Regulation, capital markets, labour mobility, infrastructure, education systems, and national development strategies shape what types of ventures can realistically form, scale, and exit. Publicly available ecosystem research indicates that consistent policy signals, regulatory clarity, and credible exit pathways are associated with more durable entrepreneurial activity, independent of individual founder talent. Between these two sits the meso layer, which acts as the system’s connective tissue. Accelerators, incubators, venture studios, universities, angel networks, corporate innovation units, and ecosystem builders translate macro intent into micro-level action. This layer influences selection, norms, and narratives. Its impact is indirect and therefore harder to measure, and public data on its effectiveness remains limited. Ecosystem reports and commentary suggest that misalignment most often appears at the meso level. When early-stage logic is applied indiscriminately across all phases of venture development, later-stage needs such as governance maturity, institutional readiness, and exit infrastructure can remain underdeveloped. Activity increases, but structural depth does not always follow. Takeaways Micro capability, meso translation, and macro structure are interdependent, not interchangeable. Most ecosystem distortion emerges when the meso layer exceeds or confuses its role. NSR is reflected when each layer acts within its remit and reinforces, rather than replaces, the others. https://lnkd.in/eGfBW_KN (Papi & Laado) SVC - Misk Foundation - Ministry of Economy and Planning - MEPsaudi -theGarage - Startup Studio National Technology Development Program - Public Investment Fund (PIF) #Venturecapital - KAUST Core Labs - National Development Fund (NDF)

2

🚀 Big congratulations to BQP on raising USD 5mn to scale their quantum-powered simulation engine for aerospace, automotive and other mission-critical sectors. The round saw participation from many renowned global investors, reinforcing confidence in their breakthrough approach. As an o2 Angels Network portfolio company, BQP exemplifies the kind of #deeptech we back — building foundational IP, solving non-trivial computational problems, and developing defensible technology moats. Their quantum simulation platform delivers capabilities classical systems can’t; enabling faster design cycles, higher accuracy, and safer, more efficient outcomes in complex engineering environments. This is not just innovation — it’s infrastructure for the future of aerospace, defense, and energy. 💡 At o2 Angels Network, we back founders solving high-impact, high-risk industrial challenges with technology that protects lives and transforms operations. Our portfolio includes Fabheads Automation, Green Tiger Mobility Pvt. Ltd., Eeki, CultYvate, Skye Air Mobility, NAVARS EDUTECH, Janitri, Velectron Labs Private Limited, Abhiyantrik Solutions, Nexstem, REGRIP "RE-ENGINEERED TYRES", SpaceFields, Unibose Technology Private Limited, BQP, Vgenomics, and many others pushing the boundaries of innovation. Onward and upward! 🌍🔬 #QuantumComputing #DeepTech #Simulation #Aerospace #IndustrialInnovation #IPDriven #TechnicalMoat #VentureCapital #O2Angels #NextGenTech

10

3 Comments

Happy that DCVC-backed Fervo Energy has closed on almost half a billion USD of project financing for its up to 1 GW total capacity initial geothermal station in Utah.

3

Raylu continues to lead the pack by working with #Claude and Anthropic to drive alpha for the best private investment firms.

18

Congratulations R3 Robotics! A successful €20 million raise. Ready to preserve Europe's Critical minerals with smart local mining, with an agile and hungry continuous learning team. From waste to value. The EU’s EV‑battery rules are now governed by the new Batteries Regulation (Regulation (EU) 2023/1542), introducing strict, phased‑in recycling, recovery, carbon‑footprint, and producer‑responsibility obligations across the entire battery lifecycle. Key Objectives: ⚡Ensure batteries are sustainable and circular across their entire lifecycle. ⚡Strengthen EU strategic autonomy in critical materials. ⚡Mandate collection, recycling, and recovery of materials, especially lithium, nickel, cobalt. The full regulations become operational through 2025–2031, with major implications for OEMs, recyclers, and second‑life operators. Manual disassembly is simply too slow and costly. From 2025, OEMs and battery manufacturers must: ⚡Take full responsibility for collection, recycling, and proper disposal of EV batteries. ⚡Use certified channels for end‑of‑life management. ⚡Implement digital battery passports for traceability. R3 Robotics solves this with a platform that blends computer vision and AI with Automated dismantling of complete electric vehicle systems, including e-drives, power electronics, and other high-value components at industrial scale. Reducing costs, increasing throughput, and improve operational safety. Offering fully traceable systems support of efficient recycling, reuse, and material recovery at scale. ⚡Pleased to be part of the (ad-)venture as a shareholder. Press release: https://lnkd.in/eT8d3v7v Congratulations to: Antoine Welter Dr. Xavier Kohll Suma Capital HG Ventures Oetker Collection KG BONVENTURE EIT Urban Mobility EIC - European Innovation Council FLOBAS Ventures #BatteryRecycling, #CircularEconomy, #DeepTech Endless Frontier Labs #EVBattery, #BatteryRecycling, #CircularEconomy, #AutomotiveRecycling, #BatteryData, #robotics, #evbattery, #recycling

33

2 Comments