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AI Podcasts

December 31, 2025

[State of Code Evals] After SWE-bench, Code Clash & SOTA Coding Benchmarks recap — John Yang

Latent Space

AI
Key Takeaways:
  1. The transition from completion to agency requires moving from static repos to active, economically valuable environments.
  2. Prioritize agentic workflows that emphasize codebase understanding over simple code generation.
  3. The next 12 months will see a move from stunt autonomy to integrated human-AI systems that handle long-running tasks without losing the human intent.
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December 31, 2025

[State of Research Funding] Beyond NSF, Slingshots, Open Frontiers — Andy Konwinski, Laude Institute

Latent Space

AI
Key Takeaways:
  1. The transition from monolithic models to compound systems means the value is migrating to the orchestration and context layer.
  2. Prioritize tools like DSPy and context management frameworks to build high-leverage applications that do not depend on proprietary model updates.
  3. Open research is the only way to maintain a competitive edge. If the US stops publishing, it stops leading.
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December 31, 2025

Infinity, Paradoxes, Gödel Incompleteness & the Mathematical Multiverse | Lex Fridman Podcast #488

Lex Fridman

AI
Key Takeaways:
  1. From Singular Logic to Pluralistic Systems. As we build complex AI, we must move from seeking one "correct" model to managing a multiverse of conflicting but internally consistent logical frameworks.
  2. Audit for Incompleteness. When designing protocols, identify the "independent" variables that your system cannot prove or settle internally.
  3. Truth is bigger than code. Over the next year, the winners will be those who stop trying to "solve" the universe and start navigating the multiverse of possible truths.
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December 31, 2025

AI in 2026: 3 Predictions For What’s To Come (a16z Big Ideas)

a16z

AI
Key Takeaways:
  1. Outcome-Based Intelligence. We are moving from AI as a Service to AI as an Outcome where value is tied to results rather than usage.
  2. Target Non-Public Data. Build applications in sectors like law or lending where the most valuable data is private and un-crawlable.
  3. The next two years will separate companies that use AI to save pennies from those that use AI to capture entire markets through autonomous systems and proprietary data loops.
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December 30, 2025

Your Brain Doesn't Command Your Body. It Predicts It. [Max Bennett]

Machine Learning Street Talk

AI
Key Takeaways:
  1. The macro pivot: The transition from static data training to interactive world models that perform active inference.
  2. The tactical edge: Prioritize AI architectures that incorporate continual learning and hypothesis testing rather than just scaling parameters.
  3. The next decade belongs to those who replicate the biological transition from observation to interactive simulation.
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December 31, 2025

The Algorithm That IS The Scientific Method [Dr. Jeff Beck]

Machine Learning Street Talk

AI
Key Takeaways:
  1. The Macro Transition: Move from Big Data mimicry to Small Data causal reasoning.
  2. The Tactical Edge: Prioritize Active Inference frameworks that track uncertainty.
  3. AGI won't come from bigger LLMs; it will come from agents that possess a physics-grounded world model.
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December 30, 2025

[State of AI Startups] Memory/Learning, RL Envs & DBT-Fivetran — Sarah Catanzaro, Amplify

Latent Space

AI
Key Takeaways:
  1. The transition from stateless chat interfaces to stateful, personalized agents that learn from every interaction.
  2. Prioritize memory. If you are building an application, treat state management and continual learning as your core technical moat to prevent user churn.
  3. Stop chasing clones of existing apps for reinforcement learning. Use real-world logs and traces to build models that solve actual engineering friction.
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December 30, 2025

[State of RL/Reasoning] IMO/IOI Gold, OpenAI o3/GPT-5, and Cursor Composer — Ashvin Nair, Cursor

Latent Space

AI
Key Takeaways:
  1. The transition from internet-scale imitation to environment-scale RL.
  2. Build products that capture the full context of a professional's workflow to make them RL-ready.
  3. Intelligence is no longer the bottleneck. The winner will be whoever builds the best hard drive for professional context.
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December 31, 2025

[State of Post-Training] From GPT-4.1 to 5.1: RLVR, Agent & Token Efficiency — Josh McGrath, OpenAI

Latent Space

AI
Key Takeaways:
  1. The Macro Pivot: Intelligence is moving from a scarce resource to a commodity where the primary differentiator is the cost per task rather than raw model size.
  2. The Tactical Edge: Prioritize building on models that demonstrate high token efficiency to ensure your agentic workflows remain profitable as complexity grows.
  3. The Bottom Line: The next year will be defined by the systems vs. models tension. Success belongs to those who can engineer the environment as effectively as the algorithm.
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Crypto Podcasts

July 29, 2025

Why Charles Hoskinson Is Still Actively Involved In Crypto

Empire

Crypto
Key Takeaways:
  1. Crypto as a Political Countermeasure: For Hoskinson, blockchain is the practical tool to enforce the sound money and transparent governance that the US government has abandoned.
  2. The Federal Reserve Is a Core Target: He identifies the Federal Reserve's unchecked power over the monetary supply as a central flaw in the current system, positioning decentralized currencies as a direct challenge to its authority.
  3. A Mission, Not a Job: His daily engagement isn't for financial gain but is driven by the conviction that the fight for a more honest and accountable system is far from over.
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July 29, 2025

The State Of Solana With Carlos Gonzalez Campo

Lightspeed

Crypto
Key Takeaways:
  1. Tech Over Hype: Solana’s long-term bet is on fundamental technology. Upgrades like Jito’s BAM are designed to create a superior on-chain environment for sophisticated finance, even if it means losing short-term narrative battles to ETH.
  2. The Institutional Gap: Ethereum is currently winning the institutional game with simple, powerful stories around stablecoins and treasury assets. Solana needs a clearer, more accessible pitch beyond raw performance to compete for this capital.
  3. Performance is Non-Negotiable: The Solana ecosystem is doubling down on its high-throughput thesis. Expect a continued push for more blockspace and faster finality, even if it makes running a validator more exclusive. The trade-off is deemed worth it to bring global-scale finance on-chain.
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July 28, 2025

The Rise Of Crypto Treasury Companies

1000x Podcast

Crypto
Key Takeaways:
  1. **Treasury Companies Are A Double-Edged Sword.** They are creating massive buy-side pressure now but pose a systemic risk. Their weak debt covenants could turn a market dip into a liquidation cascade.
  2. **Market Structure Over Fundamentals (For Now).** ETH’s surge exemplifies this trend. Despite weak fundamentals, its powerful technical breakout and role as the next asset for treasury buyers are driving its outperformance.
  3. **Watch the NAV Premium.** The key health metric is the premium-to-NAV on these treasury companies. As long as investors pay $2 for $1 of crypto, the mania continues. A flip to a discount is the canary in the coal mine.
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July 28, 2025

Charles Hoskinson: ADA Is A Better Investment Than BTC

Empire

Crypto
Key Takeaways:
  1. The Cycle is Dead, Long Live the Cycle: The old four-year, retail-driven crypto cycle is over. We're in an institutionally-led "gigachad bull run" that will last through 2026 and push the market cap above $10 trillion, pending regulatory clarity.
  2. Narrative is the Ultimate Metric: Chains that focus on philosophical purity and solving real-world problems (Bitcoin, Cardano) build more resilient communities and long-term value than those chasing fleeting metrics like TPS and TVL.
  3. Bitcoin's Next Chapter will be Written on Cardano: As Bitcoin matures into a yield-bearing asset, its massive capital base will seek returns elsewhere. Cardano’s UTXO model and upcoming interoperability features are designed to capture this flow, positioning it as Bitcoin’s de facto yield layer.
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July 27, 2025

Liberation Day Broke The Dollar

Forward Guidance

Crypto
Key Takeaways:
  1. The Dollar's "Gold Moment" is Here. The dollar is decoupling from its traditional anchor (rate differentials) just as gold decoupled from real yields, signaling a permanent regime shift driven by geopolitics, not just economics.
  2. The "Dollar Smile" Has Inverted. The dollar is no longer a reliable risk-off hedge. Its positive correlation with equities means it now falls during market stress—a fundamental rewiring for asset allocators.
  3. The Devaluation Trade is a Trap (For Now). While the long-term bearish case for the dollar is clear, the trade is dangerously crowded. Expect markets to test this one-sided positioning with a painful bounce before the ultimate decline resumes.
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July 26, 2025

Hivemind: Ethena Founder, the GENIUS Act & Overvalued L1s

Empire

Crypto
Key Takeaways:
  1. **The Real Cycle Indicator:** Forget price targets. The bull market's health is directly tied to the premium-to-NAV on crypto treasury vehicles. When those premiums collapse, the party is over.
  2. **L1s Are Dead Money:** The dominant thesis is a massive market re-rating where capital flees overvalued L1 infrastructure and concentrates into Bitcoin and a handful of cash-flow-positive applications.
  3. **Stablecoins Aren't a Commodity:** The moats are deep. New issuers will struggle to compete with Tether's liquidity network effects and Ethena's structural yield advantage, making it a bear market for new stablecoin startups.
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