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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.
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Crypto Podcasts

May 26, 2025

The Bitcoin Treasury Playbook With Tyler Evans & Josh Solesbury

Empire

Crypto
Key Takeaways:
  1. Global Takeover: Bitcoin treasury strategies are rapidly globalizing, creating new Bitcoin-proxy investment vehicles in numerous capital markets.
  2. Investor Vigilance: While "Bitcoin plus" returns are alluring, investors must critically assess MNAV multiples and beware of highly leveraged companies lacking strong, transparent leadership.
  3. Reverse Tokenization is Real: Crypto assets are increasingly entering traditional finance via these public companies, fundamentally changing institutional access and perception.
See full notes
May 26, 2025

Why Analysts Are Valuing ETH All Wrong

Bankless

Crypto
Key Takeaways:
  1. **L1s are Money, Not Stocks:** Stop trying to fit square pegs (L1s) into round holes (DCF models for companies). Their value accrues like money, through network effects and demand for their monetary properties.
  2. **RSOV is Your New Lens:** Use RSOV to gauge the "stickiness" of capital in an L1 ecosystem. A growing RSOV suggests a strengthening monetary base and potentially a rising valuation floor.
  3. **ETH's RSOV Story:** ETH, when viewed through the RSOV lens, appears undervalued relative to assets like Bitcoin, especially considering catalysts like EIP-4844 ("proto-danksharding") and the growth of its L2 ecosystem, which drives ETH's use as a store of value.
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May 23, 2025

Entering Ethereum’s New Era | Tomasz Stańczak

Bell Curve

Crypto
Key Takeaways:
  1. Aggressive Scaling is Non-Negotiable: The EF is committed to exponential L1 scaling to support a vastly larger on-chain economy.
  2. TradFi Integration is Here: Ethereum is the prime venue for tokenizing real-world assets, bridging traditional finance with decentralized systems.
  3. A Renewed "Winning" Culture: The EF is adopting a more proactive, delivery-focused approach to ensure Ethereum's continued leadership and impact.
See full notes
May 23, 2025

Entering Ethereum’s New Era | Tomasz Stańczak

Empire

Crypto
Key Takeaways:
  1. Aggressive Execution: The Ethereum Foundation is adopting a "winning" mindset, prioritizing product delivery, engineering excellence, and rapid scaling (e.g., 3x annual gas limit increases).
  2. Deepening Capital Markets: Ethereum is solidifying its position as the primary settlement layer for RWAs and the burgeoning on-chain finance sector, attracting significant institutional interest.
  3. Innovation Frontier: Expect new waves of innovation in NFTs (tied to RWAs and AI) and enhanced L2 interoperability, driven by advancements like real-time ZK proofs.
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May 23, 2025

What’s Next for Our Precious Stablecoins?

blocmates.

Crypto
Key Takeaways:
  1. Stablecoin Shake-Up Looms: Circle's potential sale to Coinbase or Ripple could either fortify Tether's dominance or usher in a new, more controlled USDC, fundamentally altering the competitive landscape.
  2. Decentralization vs. Control: The Sui network freeze post-hack forces a hard look at crypto's soul—is absolute decentralization viable, or will pragmatic interventions become the norm?
  3. Institutional Inflows Demand Real Value: Beyond Bitcoin, the survival and growth of stablecoins and altcoins hinge on delivering tangible utility and robust security, not just speculative narratives.
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May 23, 2025

Bitcoin Hits New All-Time High! Is the Real Crypto Pump Still Ahead?

Bankless

Crypto
Key Takeaways:
  1. Stablecoin Clarity Fuels Growth: The likely passage of the "Genius Act" in the US will legitimize stablecoins, potentially unlocking trillions in value and significantly benefiting platforms like Ethereum, the current stablecoin hub.
  2. Macro Uncertainty Boosts Bitcoin: Waning confidence in traditional assets like US bonds, driven by deficit concerns, is reinforcing Bitcoin's narrative as "digital gold" and a viable alternative store of value.
  3. L1 Scaling Unlocks Potential: Ethereum's ZK breakthroughs and Solana's consensus upgrades promise dramatically increased throughput and reduced latency, critical for supporting mainstream applications and the next wave of DeFi innovation.
See full notes