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AI Podcasts

February 11, 2026

Ep#62: PolaRiS: Scalable Real-to-Sim Evaluations for Generalist Robot Policies

RoboPapers

AI
Key Takeaways:
  1. PolaRiS simplifies new benchmark creation.
  2. Adopt PolaRiS for rapid policy iteration on pick-and-place tasks.
  3. PolaRiS provides the tools to build a community-driven suite of benchmarks.
See full notes
February 11, 2026

Ep#62: PolaRiS: Scalable Real-to-Sim Evaluations for Generalist Robot Policies

RoboPapers

AI
Key Takeaways:
  1. The rise of generalist robot policies, trained on large real-world datasets, demands a new evaluation framework. PolaRiS provides a scalable, real-world correlated simulation, moving robotics towards an LLM-like benchmark ecosystem where models are tested for zero-shot generalization across diverse, easily created environments.
  2. Adopt PolaRiS to rapidly iterate on robot policies. Leverage its real-to-sim environment generation and minimal sim-code training to achieve high correlation with real-world performance, significantly cutting development time and cost compared to physical testing.
  3. For builders and investors, PolaRiS means faster, cheaper, and more reliable robot policy development. This tool accelerates the path to deployable, generalist robots, making advanced robotics more accessible and competitive in the next 6-12 months.
See full notes
February 11, 2026

Ep#62: PolaRiS: Scalable Real-to-Sim Evaluations for Generalist Robot Policies

RoboPapers

AI
Key Takeaways:
  1. The push for generalist robot policies, akin to foundation models in other AI fields, necessitates a shift from bespoke, real-world-only evaluations to scalable, correlated simulation benchmarks.
  2. Adopt PolaRiS for faster policy iteration. Integrate small, diverse sets of *unrelated* sim data into your co-training mix to significantly boost real-to-sim correlation.
  3. Robotics is moving towards LLM-style benchmarking.
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February 10, 2026

The Secretive PE Firm Behind Burger King, Tim Hortons, Skechers and Hunter Douglas (3G Capital)

Invest Like The Best

AI
Key Takeaways:
  1. While the market obsesses over "bits" and rapid tech disruption, 3G Capital demonstrates that enduring value often resides in "atoms"—physical businesses with strong brands and direct customer relationships. This highlights a counter-cyclical opportunity in overlooked, tangible assets.
  2. Cultivate an owner-operator mentality in your ventures. Focus on attracting and empowering top talent with significant equity, then decentralize execution while maintaining clear strategic alignment.
  3. In the next 6-12 months, prioritize investments in businesses with defensible customer relationships and clear, long-term growth runways, even if they appear "boring." Your ability to instill a true ownership culture will be a differentiator, driving outsized returns where others chase fleeting trends.
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February 10, 2026

The Secretive PE Firm Behind Burger King, Tim Hortons, Skechers and Hunter Douglas (3G Capital)

Invest Like The Best

AI
Key Takeaways:
  1. In a world where capital is abundant but truly great businesses are rare and often overpriced, 3G's model highlights a strategic pivot: deep, operator-led concentration on defensible, customer-centric assets with long-term growth potential, rather than broad, passive diversification.
  2. Cultivate an "owner operator" mindset within your organization, pushing decision-making closer to the problems and aligning incentives with long-term shareholder value, not just short-term metrics.
  3. Over the next 6-12 months, focus on identifying businesses with strong, direct customer relationships and inherent resistance to technological disruption. These "forever businesses," often family-controlled, offer a more reliable path to compounding returns than pursuing fleeting trends or commoditized assets.
See full notes
February 10, 2026

The Secretive PE Firm Behind Burger King, Tim Hortons, Skechers and Hunter Douglas (3G Capital)

Invest Like The Best

AI
Key Takeaways:
  1. The Macro Shift: In an era of rapid technological change, businesses with strong, direct customer relationships and physical moats are increasingly resilient. Technology should improve, not replace, core offerings.
  2. The Tactical Edge: Cultivate a "brand bigger than the business" mindset. Seek out established brands with global recognition but underperforming operations, then apply rigorous, owner-operator principles to create latent value and growth.
  3. The Bottom Line: Long-term thinking and a relentless focus on people and business quality, even in a concentrated portfolio, remain the most powerful engines for compounding capital. This means patience, deep operational involvement, and a willingness to bet big on exceptional talent.
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February 10, 2026

The Secretive PE Firm Behind Burger King, Tim Hortons, Skechers and Hunter Douglas (3G Capital)

Invest Like The Best

AI
Key Takeaways:
  1. 3G commits to one investment per fund, deploying significant internal capital alongside partners. This focus allows for rigorous downside analysis and patience, ensuring only truly exceptional businesses are acquired.
  2. 3G partners are seasoned operators who step into businesses, aligning incentives with ownership. This hands-on approach ensures decisions serve the business's long-term health, not just short-term management goals.
  3. 3G prioritizes businesses that directly own their customer relationships, like Burger King or Hunter Douglas. This direct connection reduces disintermediation risk from retailers or new technologies.
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February 10, 2026

The Secretive PE Firm Behind Burger King, Tim Hortons, Skechers and Hunter Douglas (3G Capital)

Invest Like The Best

AI
Key Takeaways:
  1. The value of businesses with strong physical moats and direct customer relationships increases.
  2. Cultivate an "owner-operator" mentality within your organization.
  3. Identifying and transforming businesses with inherent quality and defensibility will be the key to compounding capital.
See full notes
February 10, 2026

The Secretive PE Firm Behind Burger King, Tim Hortons, Skechers and Hunter Douglas (3G Capital)

Invest Like The Best

AI
Key Takeaways:
  1. As capital markets become increasingly efficient and competitive, the edge moves from financial engineering to deep operational expertise and long-term, owner-aligned management.
  2. Prioritize identifying and enabling high-potential individuals early in their careers, granting them significant responsibility and ownership.
  3. Disciplined focus, patient relationship building, and an unwavering commitment to operational excellence in established, defensible businesses can still yield generational wealth.
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Crypto Podcasts

February 20, 2025

Why BlackRock’s BUIDL Fund is Going Multichain

The Rollup

Crypto
DeFi

Key Takeaways:

  • 1. Multichain Strategy is Crucial: Embracing interoperability across multiple blockchains significantly enhances the liquidity and utility of tokenized assets, positioning funds like BlackRock’s BUIDL for broader market integration and success.
  • 2. Regulatory Clarity Drives Innovation: Clear and supportive regulatory frameworks are essential for the continued growth and adoption of tokenized real-world assets, ensuring investor protection while fostering technological advancement.
  • 3. Institutional Adoption is Accelerating: The rapid influx of institutional capital and interest in tokenized assets highlights a pivotal shift towards mainstream acceptance, presenting lucrative opportunities for investors and innovators alike.
See full notes
February 19, 2025

Breaking Crypto's Privacy Deadlock with Primus

The Rollup

Crypto
AI
Infrastructure

Key Takeaways:

  • 1. Primus is revolutionizing crypto middleware with advanced ZK technologies, enabling secure, privacy-preserving applications essential for regulatory compliance.
  • 2. Investment strategies are shifting towards application-layer projects, offering higher engagement and returns by addressing real-world use cases in fintech and AI.
  • 3. Embedding compliance into blockchain protocols through ZK proofs is crucial for broader adoption, providing a seamless integration of privacy and regulatory requirements.
See full notes
February 17, 2025

Justin Drake & Federico Carrone on Ethereum’s Native Rollup Roadmap

The Rollup

Crypto
Infrastructure

Key Takeaways:

  • 1. Ethereum’s native rollups are set to revolutionize scalability, offering enhanced transaction speeds while maintaining security.
  • 2. Security remains a cornerstone in the development of native rollups, ensuring the integrity and reliability of the Ethereum network.
  • 3. The economic benefits of native rollups, including reduced transaction fees, are poised to drive greater adoption among developers, users, and investors.
See full notes
February 17, 2025

Hester Peirce's Crypto Task Force: A New Era for Regulation?

Bankless

Crypto
Others

Key Takeaways:

  • 1. Collaborative Regulation: The SEC’s new approach under Hester Peirce aims to foster innovation through collaboration rather than confrontation, creating a more supportive environment for crypto development.
  • 2. Increased Custodian Participation: The repeal of SAB 121 unlocks opportunities for traditional financial institutions to engage in crypto custody, potentially leading to greater market stability and trust.
  • 3. Encouraging Transparency and Compliance: Tools like no-action letters and safe harbor mechanisms are designed to promote transparency and voluntary compliance, helping to legitimize the crypto industry while protecting investors.
See full notes
February 16, 2025

Mira Network: Why AI Agents Can't Be Trusted Yet with Karan Sirdesai

Outpost | Crypto AI

AI
Crypto
Infrastructure

Key Takeaways:

  • 1. Mirror Network's decentralized verification drastically reduces AI hallucinations, enhancing trust in autonomous AI systems.
  • 2. The fusion of crypto’s staking and slashing mechanisms provides a scalable and secure framework for AI reliability.
  • 3. Mirror’s wide-ranging applications across multiple industries underscore its significant growth potential and investment appeal.
See full notes
February 15, 2025

Hivemind: Fate of ETH, Initia with Zon, & OpenAI's Deep Research

Empire

Crypto
Infrastructure

Key Takeaways:

  • 1. Ethereum faces significant challenges in token value and leadership engagement, making way for competitors like Solana to capitalize on speed and innovation.
  • 2. App-specific blockchains, championed by Initia, are gaining traction by offering tailored solutions and shared standards, addressing fragmentation issues in the blockchain ecosystem.
  • 3. Celestia is emerging as a crucial infrastructure layer, potentially dominating the data availability market and enhancing scalability for various blockchain projects.
See full notes