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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.
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.
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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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Crypto Podcasts

May 14, 2025

The Mistakes Crypto Is Repeating from the Tech Boom

blocmates.

Crypto
Key Takeaways:
  1. **Brace for Impact (and M&A):** Expect valuation haircuts and a rise in crypto M&A as funding tightens and runways shorten.
  2. **Prioritize Survival:** Projects that, like Vertex, obsess over downside protection are better positioned than those fueled by pure optimism.
  3. **Infrastructure Smarts:** Innovative platforms like Sonic, simplifying app-chain deployment and revenue sharing, represent a key evolution in building sustainable on-chain applications.
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May 14, 2025

Bits + Bips: Expectations for the U.S.-China Tariff Pause

Unchained

Crypto
Key Takeaways:
  1. **Tariff Truce ≠ Lasting Peace:** The 90-day U.S.-China tariff pause offers temporary market relief, but deep-seated economic tensions and China's strategic pivot to "Made by China" suggest a protracted decoupling.
  2. **Bitcoin Shines Amidst Chaos:** Bitcoin has demonstrated resilience, outperforming traditional assets during recent market turbulence and policy uncertainty, strengthening its case as a macro hedge.
  3. **Crypto Legislation Stalls, Stakes Rise:** Delayed U.S. crypto laws create uncertainty; while Bitcoin may benefit from ambiguity, broader adoption and Ethereum's institutional ambitions hinge on clearer regulatory frameworks.
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May 13, 2025

Launchpad Wars, Market Reversal, Trump Tariff Pause, and The State of AI | EP 75

Good Game Podcast

Crypto
Key Takeaways:
  1. Crypto Reimagined: Crypto is evolving into a potent funding engine for real-world innovation across sectors like research and robotics.
  2. AI's Deep Integration: AI is embedding itself into daily life, from AI shopping agents to personalized education, demanding adaptation.
  3. Strategic Agility is King: Startups must rapidly adopt new models like tokenized fundraising and AI integration to thrive in this dynamic landscape.
See full notes
May 13, 2025

Bits + Bips LIVE: US-China Tariff Deal Reignite Markets

Unchained

Crypto
Key Takeaways:
  1. Tariff Truce is Tactical: The 90-day US-China tariff pause offers temporary relief, but the underlying trade war isn't over; expect continued market sensitivity to policy shifts.
  2. Bitcoin's Macro Moment: Bitcoin's strong performance amidst geopolitical and economic uncertainty solidifies its narrative as a non-sovereign store of value and a crucial portfolio diversifier.
  3. Crypto Regs on Horizon: Despite DC's legislative snags, the potent combination of crypto industry lobbying and perceived national benefits (like stablecoins aiding deficit financing) makes eventual regulation highly probable.
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May 12, 2025

Apps Are Taking Over Crypto | 6th Man Ventures

0xResearch

Crypto
Key Takeaways:
  1. Apps Over Infra: The investment pendulum is swinging decisively towards applications that can onboard millions and generate real revenue, marking a shift from the "fat protocol" to the "fat app" era.
  2. Ecosystems are King: Choice of blockchain (Solana, Base leading for consumer) is critical; building on unproven chains is a gamble few startups can afford. Expect consolidation.
  3. Revenue & Vision Rule: Success stories like Pump.fun highlight that agile teams with a broad vision beyond niche crypto use cases (and real revenue) will capture significant market share.
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May 12, 2025

How To Build The Most Performant L1

Lightspeed

Crypto
Key Takeaways:
  1. Performance First, Decentralization Follows: L1s that prioritize and achieve superior performance will attract the most activity, leading to higher revenues and, consequently, a greater number of incentivized, decentralized validators.
  2. Profit Over Philanthropy: Forget "running a node for the cause"; long-term decentralization hinges on validators earning more than they spend. Net income is king.
  3. Solana's Uncapped Potential: Solana's design aims to break the mold by enabling an ever-increasing number of validators without sacrificing its high-speed performance, offering a path to maximal decentralization.
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