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AI Podcasts

January 5, 2026

Welcome to AIE CODE - Jed Borovik, Google DeepMind

AI Engineer

AI
Key Takeaways:
  1. The transition from general-purpose LLMs to specialized coding agents that operate on the entire codebase rather than isolated snippets.
  2. Audit your current stack for agentic readiness. Prioritize tools that integrate with Gemini 3 or similar high-reasoning models to automate repetitive pull requests.
  3. Code is the substrate of the digital world. If you control the means of AI code generation, you control the speed of innovation for every other industry.
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January 5, 2026

Claude Agent SDK [Full Workshop] — Thariq Shihipar, Anthropic

AI Engineer

AI
Key Takeaways:
  1. The industry is moving from "Chat-as-Interface" to "Computer-as-Interface" where models operate directly on file systems.
  2. Replace your complex list of fifty tools with a single Bash tool and a secure sandbox.
  3. The winners in the agent race will not build the best prompts. They will build the best infrastructure for models to execute code.
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December 31, 2025

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

Lex Fridman

AI
Key Takeaways:
  1. The move from a singular "Universe" view to a "Multiverse" perspective mirrors the transition from centralized monoliths to fragmented, interoperable ecosystems.
  2. Build systems that fail gracefully when hitting Gödelian limits.
  3. Truth is a vast ocean while proof is a small boat. Your roadmap must account for the reality that your system will eventually encounter truths it cannot verify.
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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. The Macro Pivot: Outcome-Based Intelligence. We are moving from AI as a Service to Results as a Service where software value is tied to revenue generation rather than seat licenses.
  2. The Tactical Edge: Verticalize the Data. Build in sectors with non-public outcome data to create a compounding moat that resists commoditization by foundation models.
  3. The winners of 2026 will be those who use AI to solve core human needs for connection and discovery while building defensible, data-rich business models.
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December 31, 2025

AutoGrad Changed Everything (Not Transformers) [Dr. Jeff Beck]

Machine Learning Street Talk

AI
Key Takeaways:
  1. The Macro Transition: Moving from "Big Model" monoliths to "Lots of Little Models" where distributed Bayesian assets represent specific physical objects.
  2. The Tactical Edge: Prioritize "Object-Centered" architectures that track uncertainty. This allows robots to "phone a friend" when encountering novel data.
  3. The LLM era is hitting a wall of implicit representation. The next 12 months belong to those building explicit, causal world models grounded in physics rather than language.
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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 move from "bigger is better" to "smarter is cheaper" as token efficiency becomes the primary metric for agentic success.
  2. Prioritize building on models that demonstrate high performance on "graph walk" evals to ensure your long-context applications actually work.
  3. Utilitarian and efficient models that prioritize task completion over cheery personality will dominate the developer market.
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December 31, 2025

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

Latent Space

AI
Key Takeaways:
  1. The Macro Trend: The transition from static benchmarks to live human-in-the-loop evaluation. As models saturate fixed tests, the only remaining signal is subjective human preference at scale.
  2. The Tactical Edge: Monitor secret model drops on Arena to spot frontier capabilities before official releases. This provides a lead time advantage for builders choosing their tech stack.
  3. The Bottom Line: Arena is the new kingmaker. If you are building AI products, their expert-tier data is the most reliable map for navigating the frontier.
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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 move from small models to medium models (15B to 70B) suggests that reasoning capability is outstripping the desire for low-latency edge deployment.
  2. Implement instruction-following re-rankers to prune your context window. This prevents the model from getting confused by irrelevant data.
  3. Stop building toys. The next year belongs to those who can build full agentic systems that handle billions of tokens without losing the plot.
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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 wall between RL and self-supervised learning is crumbling, leading to a unified "representation-first" approach to AI.
  2. Swap your reward-heavy objectives for contrastive representation learning to access deeper, more stable architectures.
  3. If you aren't planning for RL models with 100x the current depth, you're building for the past.
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Crypto Podcasts

December 14, 2025

The Hidden Cost of Zero-Fee DEX's

The Gwart Show

Crypto
Key Takeaways:
  1. Strategic Shift: The Perp DEX market is maturing beyond raw volume. Sustainable competitive advantages will come from transparent economics, innovative collateral, and robust on-chain security.
  2. Builder/Investor Note: Focus on projects solving the retail onboarding problem and those building sophisticated, yield-bearing, or cross-asset collateral systems with sound liquidation mechanics.
  3. The "So What?": Expect market consolidation over the next 5 years, with a handful of dominant Perp DEXs emerging, mirroring the CeFi landscape. Innovation in core primitives, not just new markets, will define the winners.
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December 12, 2025

Rate Cuts! ETH’s Comeback? & All Markets Going Onchain?

Bankless

Crypto
Key Takeaways:
  1. ETH is positioned for a potential resurgence fueled by technological advancements, institutional investment, and a shift in market sentiment away from solely favoring Solana, mimicking Bitcoin’s rise in the 2021 cycle.
  2. ZK technology is fundamentally changing the Layer 2 landscape, unifying liquidity and enabling seamless interaction with Layer 1, which may lead to standardized infrastructure and increased institutional adoption.
  3. Regulatory winds are shifting, with agencies embracing crypto, banks legitimizing Bitcoin as collateral, and the potential passage of the Clarity Act paving the way for Wall Street's tokenization efforts.
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December 11, 2025

Maciej Kula: Bittensor Halvings, Chain Buys, TaoFlow, Latent Holdings, LearnBittensor | Ep. 76

Ventura Labs

Crypto
Key Takeaways:
  1. Focus on understanding the fundamentals of incentive mechanisms, not just surface-level information, to adapt to Bittensor's frequent changes.
  2. Proxy wallets will enhance security by allowing users to isolate activities and protect their primary wallets.
  3. Monitor subnet inflows to understand the impact of TaoFlow and identify potential opportunities or risks.
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December 11, 2025

The Airdrop Mistake Luca Netz Won’t Repeat

The DCo Podcast

Crypto
Key Takeaways:
  1. Prioritize Early Alignment: To benefit from Abstract's ecosystem rewards, demonstrate commitment now, not right before a potential airdrop.
  2. Community Over Opportunism: Future rewards will favor genuine holders and active community members over short-term profit seekers.
  3. No Second Chances: Don't expect warnings or sympathy if you try to "grift" the system; Netz is committed to protecting loyal users.
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December 11, 2025

The Return of Corporate Blockchains | Roundup

Bell Curve

Crypto
Key Takeaways:
  1. Enterprise blockchains are making a comeback by embracing crypto, not avoiding it, marking a significant shift from the failed attempts of 2018.
  2. The success of corporate chains hinges on strategic focus, prioritizing ecosystems and BD, over trying to dominate the entire value chain, as too much control can stifle innovation.
  3. Public, permissionless blockchains must remain relevant by continually finding product-market fit in emerging segments to maintain their monetary premium amid increasing competition from verticalized corporate chains.
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December 10, 2025

Ethereum's New Era of Internet Capital Formation! The Return of the ICO

Bankless

Crypto
Key Takeaways:
  1. **ICOs are evolving:** The return of ICOs marks a shift from hype-driven raises to more sustainable models focused on established projects and fair price discovery.
  2. **Ethereum is primed for capital formation:** With its stablecoin liquidity, auction mechanisms, and tokenization narrative, Ethereum is positioned to become a central hub for internet capital markets.
  3. **Regulatory clarity is crucial:** The industry must continue to pursue regulatory clarity to foster innovation and attract institutional investment in tokenized assets.
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