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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. The rise of generalist robot policies demands a new generation of evaluation tools that are both scalable and highly correlated with real-world performance.
  2. Adopt hybrid real-to-sim evaluation frameworks like PolaRiS to accelerate robot policy iteration and ensure real-world applicability.
  3. Reliable, scalable simulation is no longer a pipe dream; it's a present reality for rigid body tasks. This means faster development cycles and more robust robot policies 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. 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.
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.
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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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Crypto Podcasts

May 21, 2025

Bitcoin Above $100k, Is Alt Season Here?

1000x Podcast

Crypto
Key Takeaways:
  1. Bitcoin's Rally Has Legs: Bitcoin's ascent beyond $100k is backed by robust institutional interest and a significant decoupling from equities, making $120k a tangible near-term target; however, high leverage in futures markets signals a need for short-term caution.
  2. Alt Season is Brewing: The market is shifting focus to "real businesses" within crypto, igniting a potential altcoin season. Investors should seek revenue-generating protocols with solid fundamentals and transparent operations.
  3. Product Innovation Signals Deep Demand: The explosion of diverse crypto financial products tailored for institutional investors indicates a profound, underlying demand that's only beginning to be tapped, marking a maturation of the crypto market.
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May 21, 2025

The REV Debate: Real Metric or Fake News? Jon, Bread, & Andy8052

Bankless

Crypto
Key Takeaways:
  1. REV is a starting point, not the finish line: It's a useful, objective measure of immediate user willingness to pay for blockspace but doesn't encompass all value drivers of an L1.
  2. App-layer eats L1 lunch (eventually): Expect applications to get better at internalizing value (like MEV), potentially reducing direct REV flow to L1s, making app success crucial for the L1 ecosystem.
  3. Narrative & adoption still trump pure metrics: For now, perceived momentum, user growth, and developer activity (like on Solana) can heavily influence L1 valuations, often overshadowing strict adherence to metrics like REV multiples.
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May 21, 2025

The Solana Treasury Strategy

Lightspeed

Crypto
Key Takeaways:
  1. Investing in specialized crypto treasury vehicles offers exposure not just to the underlying asset but also to a strategy of active accumulation and yield enhancement. These companies argue their NAV premiums are justified by their operational capabilities and future growth prospects.
  2. NAV Premiums Signal Future Growth: Market premiums on crypto-holding companies often reflect expectations of continued asset accumulation, not just current asset values.
  3. Expertise Drives Alpha: Specialized operational capabilities, like in-house validator management, can generate significantly higher yields (20-40% more) than readily available retail options.
  4. Sophisticated Strategies Outperform Simple Holding: For investors seeking optimized exposure, vehicles offering complex, managed strategies for asset accumulation and yield can provide an edge over direct, passive investment.
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May 20, 2025

The Microstrategy Of Solana Playbook With Dan Kang

Lightspeed

Crypto
Key Takeaways:
  1. Beyond ETFs: These treasury vehicles offer a more dynamic, potentially higher-return (and higher-risk) path to crypto exposure than standard ETFs, focusing on active accumulation and yield enhancement.
  2. Volatility as a Tool: For certain crypto-native companies, extreme stock volatility is actively cultivated to unlock unique capital market opportunities and attract specific investor demographics.
  3. The Solana "MicroStrategy" Model is Live: Companies like DeFi DevCorp are demonstrating that the playbook of leveraging public markets for aggressive, single-asset crypto accumulation can be replicated beyond Bitcoin, with Solana as a prime new candidate.
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May 20, 2025

Bits + Bips LIVE - May 19th, 2025

Unchained

Crypto
Key Takeaways:
  1. Tariffs Trump Tranquility: A 10% tariff floor could trigger summer stagflation, disrupting current Goldilocks market pricing.
  2. Stablecoin Bill is Bellwether: The fate of the "Genius Act" will significantly impact the trajectory of broader US crypto regulation and investor confidence.
  3. Institutional Crypto Evolves: Coinbase's S&P 500 nod and the push for diverse crypto ETFs (like Solana) underscore the sector's maturation, even as regulatory hurdles for features like staking persist.
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May 19, 2025

The State of Venture Today | Roundup Clip

Bell Curve

Crypto
Key Takeaways:
  1. LP Scrutiny Intensifies: Expect smaller fundraises for many VCs, especially in crypto, as LPs demand real returns (DPI) and, for crypto, regulatory certainty.
  2. Endowment Exodus Looms: Yale's $6B private equity sale signals a potential LP supply shock as other endowments may follow suit due to tax changes and liquidity needs.
  3. Elite VCs Consolidate Power: Capital will increasingly flow to the top 5-10 VC firms, particularly those with AI expertise, hastening the decline of underperformers.
See full notes