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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.
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.
See full notes

Crypto Podcasts

May 10, 2025

Crypto Market Makers EXPOSED: Inside the $38M Move Token Dump - The Chopping Block

Unchained

Crypto
Key Takeaways:
  1. **Red Flag Deals:** "Profit-share dump" incentives, as seen with Movement, are distinct from standard, healthier market maker compensation and warrant extreme investor caution.
  2. **Transparency is Non-Negotiable:** Public disclosure of market maker terms (loan size, strike prices) is crucial for informed retail decision-making and market integrity.
  3. **Vet Your Visionaries:** For investors, a team's hyper-focus on marketing over demonstrable tech, coupled with opaque dealings like Movement's, are significant red flags; demand substance over hype.
See full notes
May 9, 2025

Lightspeed Cross-Post: Can Ethereum Scale The L1? | Weekly Roundup

Bell Curve

Crypto
Key Takeaways:
  1. Efficiency Isn't Centralization: Rapid, coordinated responses to network threats are signs of a healthy, aligned ecosystem, not inherent centralization.
  2. L1 Scaling is a Grind: Ethereum's path to a more performant L1 is fraught with technical challenges and competitive pressure, with no guarantee of reclaiming its past dominance in on-chain activity.
  3. Performance Pays for Decentralization: The L1s that can deliver sustained high performance will attract activity and revenue, creating the strongest economic incentives for a truly decentralized validator set.
See full notes
May 9, 2025

Coinbase Buys Deribit, Stripe’s Stablecoin Launch, and Ethereum’s Pectra Upgrade | Weekly Roundup

Empire

Crypto
Key Takeaways:
  1. The crypto space is witnessing an intense period of building and institutional adoption, fundamentally reshaping financial infrastructure.
  2. Real-World Integration Accelerates: Major players like Coinbase and Stripe are not just dipping toes but diving headfirst, embedding crypto into mainstream finance and global commerce.
  3. Stablecoins are the New Global Rails: With Stripe's expansion and the US Treasury's bullish $2T forecast, stablecoins are becoming indispensable for borderless, efficient payments.
  4. On-Chain Capital Markets Are Here: The tokenization of real-world assets, particularly equities via platforms like Superstate, is paving the way for more liquid, accessible, and programmable financial markets.
See full notes
May 9, 2025

Can Ethereum Scale The L1? | Weekly Roundup

Lightspeed

Crypto
Key Takeaways:
  1. Efficiency ≠ Centralization: Coordinated, rapid bug fixes are signs of an active, aligned ecosystem, not inherent centralization.
  2. L1 Utility is Paramount: Both Ethereum and Solana ecosystems depend on their base layers being genuinely useful and economically viable to support L2s and broader application development.
  3. Performance Drives Decentralization: Contrary to the traditional trilemma, the most performant L1 (attracting the most activity and thus revenue for validators) will likely become the most decentralized due to stronger economic incentives for participation.
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May 6, 2025

Ex Jane Street Veteran's Journey To Crypto | Thomas Uhm

Lightspeed

Crypto
Key Takeaways:
  1. JitoSol's Institutional Edge: JitoSol’s design—autonomy, yield-bearing, and reduced counterparty risk—positions it as attractive institutional-grade collateral and a scalable yield product on Solana.
  2. Sustainable Systems Over Subsidies: Long-term value in crypto infrastructure and services like market making will come from robust, economically sound systems, not short-term, unsustainable incentives.
  3. Solana's Determinism Drive: Solana's push for greater network determinism (predictable transaction outcomes) directly addresses a core institutional need, potentially unlocking further capital allocation.
See full notes
May 6, 2025

Bits + Bips LIVE - May 5th, 2025

Unchained

Crypto
Key Takeaways:
  1. Tariff Turmoil Persists: Despite calming rhetoric, the haphazard US tariff rollout creates ongoing uncertainty, with potential for significant market impact if key sectors like AI chips are targeted.
  2. ETH's Uphill Battle: Ethereum faces significant headwinds in sentiment and relative performance; its path to renewed relevance depends on attracting major institutional adoption.
  3. Momentum is King in Crypto: Crypto markets, including assets like XRP (viewed as a short-term trade) and even Doge (noted for technicals), are primarily driven by attention and momentum, not traditional valuation metrics.
See full notes