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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.
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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.
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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.
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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 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.
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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. 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

June 23, 2025

How To Fix Crypto's Token Problem

Lightspeed

Crypto
Key Takeaways:
  1. **Brace for "Junk":** Expect a deluge of low-quality tokens funded over the past two years to hit markets in the next 12-18 months. Extreme diligence is crucial.
  2. **Equity Rises:** The growth of crypto M&A, potential IPOs, and institutional interest will increasingly value revenue-generating companies and "real things" over purely speculative tokens.
  3. **Utility Is King (Eventually):** Projects delivering genuine products, strong user adoption, and productive tokenomics will ultimately define a more robust and trustworthy crypto ecosystem.
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June 22, 2025

Yano On What The New Token Transparency Framework Looks Like

Empire

Crypto
Key Takeaways:
  1. **Standardized Scrutiny Arrives:** The Token Transparency Framework introduces a systematic, 18-criteria evaluation, offering a clear benchmark for assessing token projects beyond hype.
  2. **Rewards & Repercussions:** By first celebrating transparent projects (like Jito and Jupiter) and then planning to rate less forthcoming ones, the framework aims to incentivize industry-wide improvements in disclosure.
  3. **Investor Toolkit Boost:** This framework provides investors with a concrete tool for due diligence, moving towards a more informed and transparent crypto investment landscape.
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June 21, 2025

0xResearch | June 20th, 2025

0xResearch

Crypto
Key Takeaways:
  1. CEXs Go Lean: Exchanges are increasingly opting for lighter on-chain footprints, prioritizing app development on existing chains over building new L1s/L2s, signaling a focus shift to direct user value.
  2. Transparency is Non-Negotiable: The 0xResearch Token Transparency Framework highlights a critical industry need for standardized disclosures, aiming to build trust and attract serious capital by demystifying token projects.
  3. Utility Drives Valuation: Projects like Kamino, despite strong fundamentals and growth, underscore that clear token utility and value accrual mechanisms are essential for market recognition and valuation.
See full notes
June 20, 2025

Macro Uncertainty, Circle’s Surge, and Prediction Market Utility | Roundup

Bell Curve

Crypto
Key Takeaways:
  1. Selective Bets Over Broad Sprees: Forget throwing darts; the crypto market now rewards surgical precision. Focus on projects with strong fundamentals and demonstrable traction, as "hyper dispersion" is the new norm.
  2. Public Equities as a Crypto Proxy: With limited direct, high-quality crypto IPOs, existing listed entities like Circle and Coinbase are soaking up institutional and retail interest, mimicking "alt season" dynamics in traditional markets.
  3. Pragmatism Pays: The industry is shedding ideological baggage. Successful projects will meet existing market needs, provide clear disclosures, and avoid outdated tokenomic "tricks." Prediction markets are an emerging utility to watch.
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June 20, 2025

Token Transparency and The Hot Ball of Money (Hyperliquid/Circle) | Weekly Roundup

Empire

Crypto
Key Takeaways:
  1. **Transparency is Now Table Stakes:** Projects neglecting robust disclosure standards, like those promoted by the new Token Transparency Framework, will face escalating investor scrutiny and skepticism.
  2. **Public Markets: Crypto's Current Darling (But For How Long?):** Expect continued capital inflow and outperformance from regulated, publicly traded crypto entities before a potential, broader token market resurgence.
  3. **Real Value is Built on Fundamentals & Community:** Platforms like Hyperliquid, showcasing operational efficiency, potent tokenomics, and community wealth creation, are forging lasting value that transcends fleeting market trends.
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June 20, 2025

How the GENIUS Act Brings Stablecoins Mainstream | JP Morgan JPMD

Bankless

Crypto
Key Takeaways:
  1. Stablecoin Surge: The GENIUS Act is set to unleash trillions in stablecoin value, positioning dollar-backed digital assets as a global financial linchpin and reinforcing US dollar networks.
  2. ETF Explosion Imminent: Prepare for a diversified crypto ETF market in 2025, as assets like Solana and Dogecoin likely gain approval, testing the true depth of institutional appetite.
  3. Super App Showdown: The battle for your financial future is on, with Coinbase and Robinhood racing to build all-in-one platforms blending traditional finance with on-chain crypto services.
See full notes