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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

December 18, 2025

If Ethereum and Solana Had a Baby, It Would Be Monad

The DCo Podcast

Crypto
Key Takeaways:
  1. Strategic Implication: Monad represents a significant bet on vertical scaling of Layer 1s, aiming to unlock a new class of high-performance DeFi applications by directly addressing core execution bottlenecks.
  2. Builder/Investor Note: Full EVM bytecode compatibility means existing Ethereum dApps can migrate with minimal changes, immediately benefiting from 10,000+ TPS and 1-second finality. This opens doors for high-frequency DeFi, on-chain order books, and complex AI/ML applications.
  3. The "So What?": If Monad delivers on its promises, it could validate a powerful alternative scaling path for crypto, shifting focus back to base-layer innovation and enabling decentralized finance to truly compete with centralized exchanges in performance and cost within the next 6-12 months.
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December 18, 2025

Hivemind: Crypto Is Dead with Dougie DeLuca

Empire

Crypto
Key Takeaways:
  1. Strategic Implication: The industry's future lies in seamless integration with the broader economy, making blockchain an invisible, value-adding layer for everyday products.
  2. Builder/Investor Note: Focus on projects solving real problems, demonstrating product-market fit in proven sectors (stablecoins, perps, token issuance), and prioritizing user experience over maximalist decentralization.
  3. The "So What?": The next 6-12 months will reward deep research and conviction in quality assets, as the market shifts from speculative narratives to tangible utility and real-world adoption.
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December 18, 2025

Why Gen Z Will Turn Everything Into a Market | Threadguy

Bankless

Crypto
Key Takeaways:
  1. Strategic Implication: The lines between traditional finance, crypto, and cultural markets will blur. "Internet markets" will encompass everything, driven by attention and mimetics.
  2. Builder/Investor Note: Focus on platforms that facilitate permissionless market creation and enhance the "spectacle" of trading. User experience that feels as native as social media will capture Gen Z's capital.
  3. The "So What?": Crypto's open, liquid, and attention-driven nature makes it the ultimate infrastructure for this new financial paradigm. The next decade will see an explosion of internet asset trading, with crypto at its core.
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December 18, 2025

Solana's Biggest Opportunity In 2026 | Dan Smith

Lightspeed

Crypto
Key Takeaways:
  1. Strategic Implication: Solana's focus on PropAMMs and perpetuals is a foundational shift, positioning it as a global financial hub rather than just a speculative playground. This creates a more sustainable revenue model for the chain.
  2. Builder/Investor Note: Builders should leverage Solana's market structure for innovative financial primitives. Investors must scrutinize tokenomics, especially the "two-asset model," and prioritize projects with transparent investor relations.
  3. The "So What?": The next 6-12 months will see a significant increase in onchain trading sophistication and volume on Solana, driven by PropAMMs and the expansion into perpetuals. This will attract more institutional capital and solidify Solana's role in global finance.
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December 18, 2025

🟦 Base Eco & Coinbase System Update Mega Stream

The Rollup

Crypto
Key Takeaways:
  1. Market Bifurcation: The crypto market is splitting. Protocols with strong FinTech distribution partnerships (the "DeFi mullets") will outpace those relying solely on crypto-native power users.
  2. Builder/Investor Note: Builders should prioritize Base App integration and AI-driven simplification. Investors should identify DeFi protocols securing these large-scale distribution deals and those building in tokenized RWAs and prediction markets.
  3. The "So What?": Coinbase's aggressive expansion into traditional assets, combined with Base App's creator-first, self-custodial "everything app" vision, signals a significant push for mainstream adoption. The next 6-12 months will see a race to onboard millions of new users and creators, fundamentally reshaping how we interact with finance and digital ownership.
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December 18, 2025

Solana’s Big Upgrade, Aave’s Civil War & the Problem With Token Value: Uneasy Money

Unchained

Crypto
Key Takeaways:
  1. Clarity is King: The industry needs clearer, legally defensible definitions of token holder rights and revenue accrual to build trust and sustainable value.
  2. Builder/Investor Note: Builders should prioritize explicit tokenomics and robust governance. Investors must scrutinize token rights beyond speculative narratives and be hyper-vigilant against social engineering scams.
  3. The "So What?": The next 6-12 months will test which projects can evolve beyond ambiguous structures to deliver tangible value and accountability, separating sustainable innovation from speculative chaos.
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