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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.
See full notes
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.
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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

June 9, 2025

How Venture Is Navigating Crypto IPOs

Empire

Crypto
Key Takeaways:
  1. **IPO Appetite is Real (for Some):** Public markets are hungry for crypto, but primarily for clear narratives like stablecoins (see: Circle); broader adoption requires substantial revenue.
  2. **VCs Get Flexible:** The smart money is adapting, ready to pounce on equity or tokens, depending on where the value (and exit) lies.
  3. **On-Chain IPOs - The Next Speculative Playground?:** Imagine a world where early-stage crypto companies list on-chain, offering a more productive outlet for speculative capital than today's memecoin casino.
See full notes
June 9, 2025

Is Joe Lubin the Michael Saylor of Ethereum?

Bankless

Crypto
Key Takeaways:
  1. Regulatory Renaissance: The SEC's stance has softened, creating a more favorable U.S. environment for crypto; Ether's non-security status (for the scope of the past investigation) is a major win.
  2. Ether as a Productive Treasury Asset: ESBET's strategy of acquiring and actively yielding Ether could set a new standard for corporate treasuries, showcasing Ether's utility beyond just holding.
  3. The "Trust Commodity" Narrative: Expect a strong push to frame Ether's value around its ability to provide programmable trust and facilitate economic activity, with Lubin championing this.
See full notes
June 6, 2025

Could Crypto Treasury Companies Create Systemic Risk for the Industry?

Unchained

Crypto
Key Takeaways:
  1. High Premiums are a Red Flag: The massive premiums (some at 80x NAV) on many new crypto treasury stocks are likely unsustainable and warrant extreme investor caution.
  2. Collateralization is the Catalyst: The primary systemic risk emerges if these shares become widely accepted as collateral, creating a leveraged ecosystem vulnerable to market shocks.
  3. History as a Guide: The industry must heed the lessons from GBTC's collapse to prevent irresponsible risk-taking and a potential repeat of cascading failures.
See full notes
June 6, 2025

0xResearch | Friday, June 6th

0xResearch

Crypto
Key Takeaways:
  1. Fiscal Reality Bites: Government spending, not just Fed moves, dictates the macro game; hedge accordingly.
  2. Structure Matters, Massively: Demand for "pure play" crypto assets is immense; projects clarifying token value accrual (a la Morpho) will win.
  3. Show, Don't Just Tell: For L1s and protocols, delivering tangible results and clear revenue paths to token holders trumps theoretical brilliance.
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June 6, 2025

PumpFun’s Impact on Solana, Circle’s IPO, and Elon and Trump’s Feud | Roundup

Bell Curve

Crypto
Key Takeaways:
  1. PumpFun's Token Looms Large: With its massive user base and revenue, PumpFun's upcoming token is a critical event for Solana and the broader memecoin market, offering a direct investment into crypto's consumer wave.
  2. IPO Window is Open: Circle's successful IPO signals renewed investor interest in publicly traded crypto companies, potentially paving the way for more listings and providing liquidity events for equity holders.
  3. Regulatory Clarity is King: The future of crypto innovation, from token launches to organizational structures, hinges on clear market structure legislation to move beyond current cumbersome models.
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June 6, 2025

Don’t Midcurve Circle and PumpFun | Weekly Roundup

Empire

Crypto
Key Takeaways:
  1. Don't Midcurve Success: Circle’s IPO triumph, despite online skepticism, shows that strong fundamentals and clear value propositions (like stablecoin infrastructure) attract serious capital.
  2. Ambition Attracts Capital (and Scrutiny): Pump.fun's massive raise, while controversial, signals a drive to leverage its huge user base for something much bigger than memecoins. Profitability plus vision equals investor interest.
  3. IPO Pipeline Primed: Circle’s success is a catalyst, likely opening the IPO floodgates for other mature crypto companies sooner than anticipated.
See full notes