Brett Adcock: Humanoids Run on Neural Net, Autonomous Manufacturing, and $50 Trillion Market #229
Brett Adcock: Humanoids Run on Neural Net, Autonomous Manufacturing, and $50 Trillion Market #229
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Quick Insights

The Humanoid Robotics sector represents a major long-term investment theme, with the key to success being true AI-driven autonomy rather than pre-programmed routines. NVIDIA (NVDA) is the premier "picks and shovels" investment for this revolution, providing the essential computing power for training advanced AI models. Investors should monitor Big Tech's entry into the space, noting that Microsoft (MSFT) is already a key investor in private leader Figure AI. Google's (GOOGL) established expertise in real-world autonomy with Waymo gives it a potential strategic advantage in this emerging market. Finally, early industrial adopters like BMW (BMWG.DE) may gain a significant long-term competitive edge by aggressively implementing this technology.

Detailed Analysis

Figure AI (Private Company)

  • Overview: Figure is a private humanoid robotics company founded by Brett Adcock. The podcast presents it as a leader in the race to build a general-purpose humanoid robot, with technology that is years ahead of the competition.
  • Core Technology - Helix Neural Net: Figure's key innovation is Helix 2, a neural network that controls the entire robot from end-to-end. They have completely removed handwritten C++ code, which they describe as a "dead end."
    • This allows the robot to learn complex, dynamic tasks and exhibit human-like movements (e.g., using its hip to close a drawer) that would be impossible to program manually.
    • The transition to a full neural net is described as a "disruptive change" that the market is underestimating.
  • Data as a Moat: The company views its accumulated data as a massive competitive advantage and "barrier to entry." Once one robot learns a task, the knowledge is instantly shared with the entire fleet, creating an exponential learning curve that humans cannot replicate.
  • Vertical Integration & Manufacturing: Figure designs and manufactures most of its components in-house, including actuators and hands. This was a necessary decision because off-the-shelf parts were not sufficient for their neural net-centric design.
    • This strategy has allowed for rapid iteration and massive cost savings, with a 90% cost reduction between the Figure 2 and Figure 3 models.
    • They are scaling production at their "Baku" facility and plan to have robots building other robots within the year.
  • Business Model & Traction: Figure is pursuing a Robots-as-a-Service (RaaS) leasing model.
    • They have immense customer demand and have already signed clients, like BMW, that will absorb their production for the next 2-3 years.
    • The first commercial deployments of the Figure 3 robot into industrial settings are planned for 2026.
  • Market Outlook: The founder believes humanoid robotics is a $50 trillion market. He predicts the industry will consolidate to "far less than 10" global players, and sees China as the primary competition.

Takeaways

  • Figure AI is not a publicly traded company, so direct investment is limited to accredited investors in private funding rounds.
  • For public investors, Figure's progress serves as a powerful benchmark for the entire robotics industry. Monitor the company's milestones, as it is a strong candidate for a major IPO in the future.
  • The company's success validates the business models of its key partners and suppliers, such as NVIDIA (for compute) and BMW (for industrial automation).

Humanoid Robotics & AI (Sector)

  • Overview: The podcast makes a strong bullish case for humanoid robotics as the next major technological revolution, poised to create an "Age of Abundance."
  • The Key Differentiator: The most critical factor for success is moving beyond teleoperation (a human controlling the robot remotely) and pre-programmed routines. Investors should look for companies demonstrating true, closed-loop autonomy driven by neural nets.
    • The speaker warns that many videos from competitors are either teleoperated or simple "open loop" replays, which are not technologically impressive or scalable. A key test is to watch for long, uncut videos of a robot performing complex tasks in new environments.
  • Market Consolidation: The field is crowded now (150+ companies), but it is expected to consolidate dramatically, similar to the early auto industry. The winners will be those who solve the core AI problem and can scale manufacturing.
  • Big Tech is Coming: It is viewed as inevitable that every major tech company—Apple, Microsoft, Google, Amazon—will enter this space due to the sheer market size. Their entry will further validate the sector and inject massive capital and resources.

Takeaways

  • Humanoid robotics is a long-term, high-growth investment theme. The "iPhone moment" will be when a company demonstrates a truly general-purpose robot that can learn and adapt to a wide variety of tasks.
  • When evaluating public robotics companies, focus on their AI strategy. Are they building a scalable learning system (like Figure's Helix) or are they reliant on older, less flexible programming methods?
  • The development of this sector will be a massive tailwind for companies providing the underlying infrastructure, especially in high-performance computing.

NVIDIA (NVDA)

  • Context: NVIDIA is a critical enabler of Figure's AI development. Figure is launching a new pre-training cluster powered by 3,000 NVIDIA B200 GPUs, with plans for even larger clusters in the future.
  • Role: NVIDIA provides the essential "picks and shovels" for the AI gold rush. The most advanced AI companies are reliant on its powerful GPUs to train their models.
  • Sentiment: Extremely bullish. The fact that a single startup is purchasing thousands of NVIDIA's latest, most powerful chips underscores the immense and sustained demand for its products.

Takeaways

  • NVIDIA remains the premier "picks and shovels" investment for the entire AI and robotics revolution. Its central role in providing the necessary computing power gives it broad exposure to the sector's growth without the risk of betting on a single robotics company.
  • The continuous need for more powerful and larger training clusters by companies like Figure suggests a long runway for growth for NVIDIA's data center business.

Big Tech: Apple (AAPL), Microsoft (MSFT), Google (GOOGL)

  • Context: The podcast emphasizes that all major tech players will inevitably enter the humanoid robotics market.
    • Microsoft is already an investor, having co-led Figure's Series B funding round.
    • Apple is rumored to be exploring robotics after winding down its car project.
    • Google's success with its self-driving car company, Waymo, is highlighted as a case study in long-term commitment to autonomy, proving they have the patience and capital to compete.
  • Sentiment: Bullish. Their entry is seen as a validation of the market's massive potential.

Takeaways

  • Humanoid robotics could represent the next major growth vector for these tech giants. Investors should monitor their announcements for new robotics divisions, strategic investments, or acquisitions.
  • These companies have the capital, AI talent, and global reach to become dominant players quickly, making them both a threat and a potential acquirer for startups like Figure.
  • Google's established lead in real-world autonomy with Waymo may give it a strategic advantage as it potentially expands into embodied AI.

BMW (BMWG.DE)

  • Context: BMW is a key strategic partner and customer for Figure. Figure successfully deployed its robots at a BMW manufacturing facility for a six-month pilot program.
  • Significance: This real-world deployment in a demanding industrial environment serves as a major validation of Figure's technology and its commercial viability.

Takeaways

  • BMW's proactive adoption of humanoid robots positions it as a forward-thinking leader in manufacturing automation.
  • For investors, this partnership is a sign that BMW is aggressively pursuing efficiency and modernization, which could lead to significant long-term cost savings and a competitive edge in the automotive industry.
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Video Description
Peter & Dave sit down with Brett Adcock to discuss the future of Figure and Humanoid Robots. Get access to metatrends 10+ years before anyone else/ Humanoid report coming soon - https://qr.diamandis.com/metatrends Brett Adcock is the founder of Figure, an AI robotics company developing general-purpose humanoid robots. (https://www.figure.ai/ ) Peter H. Diamandis, MD, is the Founder of XPRIZE, Singularity University, ZeroG, and A360 Dave Blundin is the founder & GP of Link Ventures Chapters (0:00) - The Entrepreneurial Mindset: From Idea to Exponential Impact (7:32) - Humanoid Robots: The Next Frontier in Abundance (19:10) - Convergence: AI, Software, and Physical Embodiment (35:10) - The New Industrial Revolution: Reimagining Labor and Productivity (48:20) - Solving the Global Labor Crisis through Automation (58:09) - The Exponential Roadmap: Deploying Robots at Scale (1:10:05) - Building Generational Companies to Uplift Humanity –- My companies: Apply to Dave's and my new fund: https://qr.diamandis.com/linkventureslanding Go to Blitzy to book a free demo and start building today: https://qr.diamandis.com/blitzy _ Connect with Brett: X: https://x.com/adcock_brett Website: https://www.brettadcock.com/ Connect with Peter: X: https://qr.diamandis.com/twitter Instagram: https://qr.diamandis.com/instagram A360 Livestream access: https://www.abundance360.com/livestream Connect with Dave: X: https://x.com/davidblundin LinkedIn: https://www.linkedin.com/in/david-blundin/ Listen to MOONSHOTS: Apple: https://qr.diamandis.com/applepodcast Spotify: https://qr.diamandis.com/spotifypodcast – *Recorded on January 27th, 2026 *The views expressed by me and all guests are personal opinions and do not constitute Financial, Medical, or Legal advice.
About Peter H. Diamandis
Peter H. Diamandis

Peter H. Diamandis

By @peterdiamandis

Tracking the future of technology and how it impacts humanity. Named by Fortune as one of the “World's 50 Greatest Leaders,” ...