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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

August 12, 2025

Most Common Founder Questions a16z Crypto Fields

Empire

Crypto
Key Takeaways:
  1. The conversation has shifted from "Can we build this?" to "How do we grow this?" Founders are now focused on shipping products, forging partnerships, and hiring talent, signaling a decisive move from infrastructure to business execution.
  2. Regulation is focusing on code, not conduct. The move to a "control-based" decentralization framework means what matters is how technically neutral your system is, not who is in your Slack channel.
  3. With scaling solved, UX is the new bottleneck. The industry has moved past the gas wars; the next great challenge is creating intuitive user experiences through better wallet design and key management.
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August 12, 2025

Bits + Bips LIVE: Crypto + Macro News & Analysis - August 11, 2025

Unchained

Crypto
Key Takeaways:
  1. Follow the Flows. Ethereum's rally is a direct result of capital firehoses from new treasury companies. This isn't a narrative trade; it's a structural buying pressure that creates its own momentum.
  2. Yield is Widening. As TradFi rates fall, on-chain credit yields are set to expand. The widening spread between traditional and decentralized finance will be a powerful magnet for capital.
  3. The Treasury Gold Rush Has Begun. The explosion of new treasury companies is a land grab for asset accumulation. The real game will be fought on operational efficiency, yield generation, and brand dominance, leading to inevitable consolidation.
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August 11, 2025

Did ETH Just Signal Alt Season?

1000x Podcast

Crypto
Key Takeaways:
  1. ETH is the bellwether for risk. Its current rally is the starting gun for an "ETH alt season." Use ETH's strength as a barometer for when to be aggressive with altcoin allocations.
  2. Buy breakouts, not bottoms. The most profitable strategy is to wait for assets to break their downtrend, then ride the reflexive narrative loop. Aave (AAVE) and Aerodrome (AERO) are prime examples of this setup.
  3. Aerodrome is a conviction play. With superior tokenomics, a dominant position on Base, and a direct pipeline to Coinbase's retail army, Aerodrome has a clear path to becoming a breakout star of this cycle.
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August 11, 2025

Vitalik Buterin: How Ethereum Becomes The World Ledger

Bankless

Crypto
Key Takeaways:
  1. Privacy as a Feature, Not a Product. The next major user-facing push will be to embed privacy tools directly into mainstream wallets, shifting privacy from a niche cypherpunk concern to a default user experience.
  2. Scale L1, Anchor L2s. The roadmap focuses on a strong L1 as the ultimate settlement and asset-issuance layer. This keeps the sprawling L2 ecosystem economically aligned and prevents fragmentation by making the L1 indispensable.
  3. ETH is the Economic Glue. A strong ETH is essential for coordinating incentives across the ecosystem. It is the core economic asset that aligns the Foundation, L2s, DeFi apps, and users, preventing the community from fracturing.
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August 11, 2025

The 10 Year Vision For Solana Mobile

Lightspeed

Crypto
Key Takeaways:
  1. **Platform, Not Phones.** Success for Solana Mobile isn't another phone sale; it's getting another manufacturer to adopt its platform. The end goal is to be the crypto equivalent of Android—a foundational layer for a world of hardware.
  2. **Go Global or Go Home.** The US is a sideshow. The real action is in the wildly diverse international market, where hundreds of device makers are looking for a competitive edge. This is where Solana Mobile plans to win.
  3. **Ecosystem as the Engine.** The strategy hinges on empowering the ecosystem to "go nuts." If the core team has to scale massively, it’s a sign of failure. True success is when hardware builders and dApp developers drive the platform’s growth organically.
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August 11, 2025

How Sovereign Is Solving Crypto's Throughput Problem with Preston Evans

The Rollup

Crypto
Key Takeaways:
  1. Specialization Over Generalization. For demanding use cases like exchanges, purpose-built rollups have a massive edge over L1s. They can be hyper-optimized for a single function without being constrained by the needs of a diverse ecosystem.
  2. Performance Is the Product. Sub-10-millisecond finality isn't a vanity metric; it's the fundamental requirement to bring serious financial markets and liquidity on-chain. Sovereign is making on-chain performance competitive with centralized finance.
  3. Revenue Before Token. In a direct rejection of the "launch-and-pray" model, Sovereign is building a sustainable business via a revenue-share on its core technology. The team has no plans for a token until a clear, long-term value accrual mechanism exists.
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