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AI Podcasts

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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December 31, 2025

[State of Context Engineering] Agentic RAG, Context Rot, MCP, Subagents — Nina Lopatina, Contextual

Latent Space

AI
Key Takeaways:
  1. The transition from Model-Centric to Context-Centric AI. As base models commoditize, the value moves to the proprietary data retrieval and prompt optimization layers.
  2. Implement an instruction-following re-ranker. Use small models to filter retrieval results before they hit the main context window to maintain high precision.
  3. Context is the new moat. Your ability to coordinate sub-agents and manage context rot will determine your product's reliability over the next year.
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December 31, 2025

[NeurIPS Best Paper] 1000 Layer Networks for Self-Supervised RL — Kevin Wang et al, Princeton

Latent Space

AI
Key Takeaways:
  1. The convergence of RL and self-supervised learning. As the boundary between "learning to see" and "learning to act" blurs, the winning agents will be those that treat the world as a giant classification problem.
  2. Prioritize depth over width. When building action-oriented models, increase layer count while maintaining residual paths to maximize intelligence per parameter.
  3. The "Scaling Laws" have arrived for RL. Expect a new class of robotics and agents that learn from raw interaction data rather than human-crafted reward functions.
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December 31, 2025

[State of AI Papers 2025] Fixing Research with Social Signals, OCR & Implementation — Team AlphaXiv

Latent Space

AI
Key Takeaways:
  1. The Age of Scaling is hitting a wall, leading to a migration toward reasoning and recursive models like TRM that win on efficiency.
  2. Filter your research feed by implementation ease rather than just citation count to accelerate your development cycle.
  3. In a world of AI-generated paper slop, the ability to quickly spin up a sandbox and verify code is the only sustainable competitive advantage for AI labs.
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December 31, 2025

[State of MechInterp] SAEs in Production, Circuit Tracing, AI4Science, "Pragmatic" Interp — Goodfire

Latent Space

AI
Key Takeaways:
  1. The transition from Black Box to Glass Box AI. Trust is the next moat, and interpretability is the tool to build it.
  2. Use feature probing for high-stakes monitoring. It is more effective and cheaper than using LLMs as judges for tasks like PII scrubbing.
  3. Understanding model internals is no longer just a safety research project. It is a production requirement for any builder deploying AI in regulated or high-stakes environments over the next 12 months.
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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 means benchmarks are moving from static snapshots to active environments.
  2. Integrate unsolvable test cases into internal evaluations to measure model honesty.
  3. Success in AI coding depends on navigating the messy, interactive reality of production codebases rather than chasing high scores on memorized puzzles.
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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 center of gravity in AI is moving from closed-door pre-training to open-source compound systems that prioritize context management.
  2. Identify research teams with long histories of collaboration and fund them before they incorporate to capture the highest upside.
  3. Open research is the only way to maintain a democratic and competitive AI ecosystem against both closed labs and international rivals.
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Crypto Podcasts

November 5, 2025

fomo: Paul and Se

Archetype

Crypto
Key Takeaways:
  1. Social Proof is the New Alpha. FOMO’s core bet is that transparently tracking successful wallets is a more powerful discovery mechanism than traditional research. By making on-chain activity legible and social, it unlocks a new paradigm for retail investing.
  2. User Experience Wins the Next Cycle. The next 100 million crypto users will not be onboarded with seed phrases and gas fees. By abstracting away all technical friction and mirroring the seamlessness of Web2 apps, FOMO provides a blueprint for mass adoption.
  3. Trading is Becoming a Spectator Sport. By turning trading performance into a form of content, FOMO is building a new financial creator economy. The best traders are the new influencers, and their alpha is the content that drives the entire ecosystem.
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November 5, 2025

x402: The Key to Internet Money, Micropayments & The AI Agent Economy

Bankless

Crypto
Key Takeaways:
  1. The Internet Gets Its Native Wallet. x402 uses crypto to finally fulfill the internet's original vision of direct, peer-to-server payments, unlocking an economy of micropayments for everything from accessing an article to running an AI model.
  2. The Ad-Supported Web Is Obsolete. AI agents that retrieve information without viewing ads are killing the web's 20-year-old business model. x402 provides the new economic rails for a pay-per-use internet where value is exchanged for resources, not attention.
  3. Build Composable Money Legos. The biggest opportunity lies in creating simple, single-purpose APIs that agents can easily discover and compose. Think of it as building for the App Store of the emerging AI agent economy.
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November 5, 2025

Why the Crypto Markets Seem Down Bad as Bitcoin Dips Below $100K

Unchained

Crypto
Key Takeaways:
  1. Despite the brutal sentiment, both speakers remain bullish, predicting a sharp reversal and a new all-time high for Bitcoin by the end of the year once macro clarity emerges.
  2. Macro is King. Bitcoin's fate is now tied to the broader economy. Forget four-year cycles; the key catalyst is a resolution to the government shutdown, which could unlock pent-up energy in the market.
  3. The Treasury Trade is Toast. The era of companies boosting their stock by simply buying Bitcoin is over. Expect a painful shakeout as the market demands real utility and revenue, leading to more forced selling.
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November 5, 2025

Play to Earn Crypto Games: $65B Opportunity | Open Game Protocol & Zynga Founder

The DCo Podcast

Crypto
Key Takeaways:
  1. Distribution is the prize, not payments. The real money in gaming isn't in payment rails, which are being competed down to zero. The scarcest and most valuable asset is user attention, and Open Game Protocol is designed to monetize distribution.
  2. Decouple to survive. Tying a single game to a single token creates a fatal dependency. A flexible, many-to-many protocol allows ecosystems to thrive by spreading risk and aligning incentives across multiple games and communities.
  3. Content abundance requires new discovery. As AI makes game creation cheap and fast, the bottleneck shifts from production to discovery. Integrating games directly into high-intent surfaces like crypto wallets creates a powerful, non-advertising-based discovery channel.
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November 4, 2025

Bits + Bips LIVE

Unchained

Crypto
Key Takeaways:
  1. **Follow the Suits, Not the Shouts.** The market’s real signal is the massive disconnect between gloomy retail sentiment on social media and the unprecedented optimism from financial advisors and institutional platforms.
  2. **Distribution is the New Kingmaker.** From Ripple buying prime brokerages to Tether leveraging its global south dominance, the primary battle is for distribution channels. The technical "best" solution is irrelevant if it can't reach users.
  3. **Regulation Will Be a Slow Grind, Not a Big Bang.** Comprehensive crypto legislation is politically gridlocked. The industry’s integration into legacy finance will continue brick-by-brick through regulated products like ETFs, not sweeping bills from Congress.
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November 4, 2025

LIVE: BOCCACCIO EXPLAINING TO HIS WIFE THAT THEY LOST IT ALL | 0xResearch

0xResearch

Crypto
Key Takeaways:
  1. Tokenized Funds Are a Real-World Unlock. Unlike many crypto narratives, bringing funds on-chain solves a tangible, expensive problem in traditional finance, creating massive operational efficiencies and new financial primitives.
  2. The Bitcoin Holder Base Is Shifting. The ongoing "Bitcoin IPO" via ETFs means the asset is moving from the hands of early adopters to institutional portfolios. This structural shift will define its future trajectory.
  3. Cash Is Your Best Hedge. In a market with fewer winners, holding cash is a strategic imperative. It prevents forced liquidation and provides the dry powder needed to seize high-conviction opportunities as they arise.
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