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AI Podcasts

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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December 31, 2025

[State of Evals] LMArena's $100M Vision — Anastasios Angelopoulos, LMArena

Latent Space

AI
Key Takeaways:
  1. The transition from static benchmarks to "Vibe-as-a-Service" means model labs must optimize for human delight rather than just loss curves.
  2. Use Arena’s open-source data releases to fine-tune models on real-world prompt distributions.
  3. In a world of synthetic data and benchmark saturation, human preference is the only remaining scarce resource for validating frontier capabilities.
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Crypto Podcasts

June 20, 2025

Token Transparency and The Hot Ball of Money (Hyperliquid/Circle) | Weekly Roundup

Empire

Crypto
Key Takeaways:
  1. **Transparency is Now Table Stakes:** Projects neglecting robust disclosure standards, like those promoted by the new Token Transparency Framework, will face escalating investor scrutiny and skepticism.
  2. **Public Markets: Crypto's Current Darling (But For How Long?):** Expect continued capital inflow and outperformance from regulated, publicly traded crypto entities before a potential, broader token market resurgence.
  3. **Real Value is Built on Fundamentals & Community:** Platforms like Hyperliquid, showcasing operational efficiency, potent tokenomics, and community wealth creation, are forging lasting value that transcends fleeting market trends.
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June 20, 2025

How the GENIUS Act Brings Stablecoins Mainstream | JP Morgan JPMD

Bankless

Crypto
Key Takeaways:
  1. Stablecoin Surge: The GENIUS Act is set to unleash trillions in stablecoin value, positioning dollar-backed digital assets as a global financial linchpin and reinforcing US dollar networks.
  2. ETF Explosion Imminent: Prepare for a diversified crypto ETF market in 2025, as assets like Solana and Dogecoin likely gain approval, testing the true depth of institutional appetite.
  3. Super App Showdown: The battle for your financial future is on, with Coinbase and Robinhood racing to build all-in-one platforms blending traditional finance with on-chain crypto services.
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June 20, 2025

The Rise Of Crypto's App Ecosystem Mike Dudas

Lightspeed

Crypto
Key Takeaways:
  1. **Revenue is King**: The "revenue meta" isn't a meme; it's the future. Invest in applications and protocols generating real cash flow.
  2. **Solana's DeFi Gap is an Opportunity**: Solana needs robust, user-friendly DeFi, especially perps. Building best-in-class products here is a massive opportunity, even if not unseating current L2 leaders.
  3. **IPOs & M&A Signal Maturation**: The success of Circle’s IPO and increasing M&A activity point to a maturing industry where equity value is re-emerging, offering alternative liquidity paths beyond token launches.
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June 19, 2025

Crypto Options Are Broken

Forward Guidance

Crypto
Key Takeaways:
  1. Listed is Better (For Now): For functional crypto options, look to products on established, regulated exchanges with competitive market-making; on-chain options are largely unworkable due to poor liquidity and structure.
  2. US Spot Market Needs a Shake-Up: The high costs and concentration in US spot crypto trading stifle accessibility; more competition is essential.
  3. Market Structure is Destiny: The design of a market—its rules, incentives, and competitive landscape—ultimately determines execution quality and cost, far more than the underlying asset itself.
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June 19, 2025

Institutional Capital Is Reshaping Crypto | Analyst Round Table

0xResearch

Crypto
Key Takeaways:
  1. Fundamentals First: The "revenue meta" is here to stay; projects without real earnings or clear paths to profitability will struggle.
  2. Institutions are Driving: With institutional players dominating trading volumes, expect crypto valuations to increasingly align with traditional financial metrics and scrutiny.
  3. Value Accrual is King: Tokens must demonstrate how they capture and return value to holders; mechanisms like revenue share and buybacks are becoming non-negotiable.
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June 19, 2025

How The Token Transparency Framework Will Impact Prices

Empire

Crypto
Key Takeaways:
  1. **Transparency Pays:** Projects embracing transparency will likely see a long-term price premium, appealing to sophisticated, long-horizon investors.
  2. **Clarity Cuts Through Noise:** Fundamentally strong but poorly communicated projects can leverage the framework to gain visibility and investor trust.
  3. **Bad Actors Beware:** The framework is designed to punish extractive and scam projects, cleaning up the ecosystem and redirecting resources to genuine innovation.
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