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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 28, 2025

Has Ethereum Bottomed?

1000x Podcast

Crypto
Key Takeaways:
  1. ETH: Trade the Chart, Doubt the Core. Ethereum’s technicals may offer a trading setup, but deep-seated skepticism about its fundamental delivery persists.
  2. Worldcoin Warning: The massive FDV and emission schedule for Worldcoin scream "sell pressure," making it a risky long-term hold despite any hype.
  3. Invest with Edge: Focus on revenue-generating altcoins and areas you understand; it's okay to miss out on trades where you lack a clear advantage.
See full notes
May 27, 2025

Hash Rate - Ep 113 - TAOFu Subnet Seeds

Hash Rate pod - Bitcoin, AI, DePIN, DeFi

Crypto
Key Takeaways:
  1. Fund Smarter, Not Harder: Tau's SNS tokens let Bittensor subnets raise capital by tokenizing a slice of future emissions, not their core alpha tokens, sidestepping immediate sell pressure.
  2. DTA Means Business: The Dynamic TAO model is a crucible, compelling Bittensor subnets to graduate from emission-chasers to product-driven, revenue-focused ventures.
  3. Unlocking Subnet Investing: SNS tokens, via LayerZero, promise to simplify access to subnet investments, potentially onboarding a wave of new capital and users to the Bittensor ecosystem from other chains.
See full notes
May 27, 2025

Is Bitcoin Heading To $150k?

1000x Podcast

Crypto
Key Takeaways:
  1. Bitcoin's Bullish Trajectory: Bitcoin is on a path to potentially reach $150k-$200k, supported by a low-hype, strong-setup environment and a more sophisticated investor base.
  2. Strategic Altcoin Hunting: Focus on revenue-generating altcoins with solid fundamentals (check DeFiLlama) and consider measured exposure to the burgeoning AI crypto sector.
  3. Prioritize Self-Custody: Given exchange vulnerabilities, holding your assets offline in cold storage is more critical than ever.
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May 27, 2025

Empire Cross-Post: The Bull Case For Ethereum | Tom Dunleavy & Ryan Berckmans

Bell Curve

Crypto
Key Takeaways:
  1. L1 is HQ: Ethereum's "pivot" reasserts the L1's central role, supported by L2s that offer crucial business model diversity and customization for the world coming on-chain.
  2. Value Accrual via Security & Confidence: ETH's valuation is increasingly tied to the total economic value it secures and the market's confidence in its future, not just direct fee revenue.
  3. Business Development is Crucial: To compete and grow, Ethereum requires a significantly more robust and proactive go-to-market strategy to attract users, institutions, and developers.
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May 27, 2025

The Altseason Rotation Has Begun! Here's The Data Behind the Next Rotation

Bankless

Crypto
Key Takeaways:
  1. Rotation Imminent: Data suggests Bitcoin's strength is setting the stage for capital to flow into altcoins, particularly Ether, which is seen as "hated" and due for a rebound against Bitcoin.
  2. Macro is Bullish (For Now): Continued fiscal spending and an anticipated stablecoin bill are significant tailwinds, though summer may bring some turbulence.
  3. Strategic Allocation is Key: Focus on assets with strong fundamentals or high attention. Consider beta plays like "blue-chip" meme coins (Pepe for ETH, Bonk for SOL) for higher-risk, higher-reward exposure, but plan exits for speculative positions.
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May 27, 2025

Travis Millott: Tao Templar, Bittensor Subnets, Dynamic Tao, Mining, Crypto Education | Ep. 44

Ventura Labs

Crypto
Key Takeaways:
  1. Dynamic Tao is High-Risk: Approach investments with extreme caution; the market is volatile, and significant capital loss is a tangible risk.
  2. Embrace Unpredictable Innovation: Bittensor's core value lies in its capacity to generate unforeseen, groundbreaking solutions from a global, permissionless, and competitive talent pool.
  3. Substrate Chain Decentralization is Critical: The successful decentralization of Bittensor's foundational layer is a paramount upcoming milestone for its long-term viability, security, and censorship resistance.
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