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AI Podcasts

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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December 31, 2025

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

Latent Space

AI
Key Takeaways:
  1. Academic research is transitioning from a "publish or perish" PDF culture to an "implement or ignore" code culture.
  2. Use AlphaXiv to filter research by social signal and implementation ease rather than just keyword relevance.
  3. The PDF is an antiquated artifact. In 2025, the value of a paper is measured by the speed at which a developer can spin up its Docker container.
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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 Macro Trend: The transition from black box scaling to transparent steering. As models enter regulated industries, the ability to prove why a model made a decision becomes more valuable than the decision itself.
  2. The Tactical Edge: Deploy sidecar models for monitoring. Instead of using expensive LLM-as-a-judge prompts, probe specific internal features to catch hallucinations at the activation level.
  3. The Bottom Line: The next year belongs to the pragmatic researchers. If you cannot explain your model's reasoning, you will not be allowed to deploy it in high-stakes environments.
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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 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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Crypto Podcasts

May 16, 2025

Markets Are EXPLODING - Here’s Why! ETH Surge, U.S. China Deal & What’s Next

Bankless

Crypto
Key Takeaways:
  1. ETH is Back (For Now): ETH's dramatic surge signals renewed conviction, but its long-term trajectory against Bitcoin remains a key market question.
  2. Macro Drives All: The U.S.-China tariff pause and potential capital control strategies will significantly impact risk assets; Bitcoin and gold are positioned as key beneficiaries of dollar devaluation.
  3. Regulation is Turning Pro-Crypto: The SEC's pivot towards clear frameworks could finally unlock institutional adoption and the tokenization of real-world assets.
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May 15, 2025

Hivemind: ETH Pump, Solana’s Edge & the New Meme Meta

Empire

Crypto
Key Takeaways:
  1. ETH Rally = Fragile Foundation: ETH's recent pump is more a short-squeeze than broad institutional buy-in; treat with skepticism.
  2. Solana's Strategic Advantages: Solana benefits from innovation, discounted token acquisitions by strategic entities, and key infrastructure developments like asset-level KYC.
  3. Meme Meta Redux: The "Internet Capital Markets" on Solana offer high-risk, high-reward plays mirroring past speculative cycles; speed and early positioning are crucial.
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May 14, 2025

ETH Bounces Back, What Next?

1000x Podcast

Crypto
Key Takeaways:
  1. ETH's Rally: A Squeeze, Not Salvation. The price pop was a function of market mechanics (short liquidations), not a fundamental shift.
  2. Short ETH/BTC (Again) After the Fever Breaks. Wait for clear signs of weakness (2-3 red days) post-rally before considering shorts; the core bearish arguments hold.
  3. ETH's Tech & UX Are Dated. Crippling fees and a clunky experience mean ETH is losing ground, and L2 growth doesn't inherently justify ETH's current price.
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May 14, 2025

The Mistakes Crypto Is Repeating from the Tech Boom

blocmates.

Crypto
Key Takeaways:
  1. **Brace for Impact (and M&A):** Expect valuation haircuts and a rise in crypto M&A as funding tightens and runways shorten.
  2. **Prioritize Survival:** Projects that, like Vertex, obsess over downside protection are better positioned than those fueled by pure optimism.
  3. **Infrastructure Smarts:** Innovative platforms like Sonic, simplifying app-chain deployment and revenue sharing, represent a key evolution in building sustainable on-chain applications.
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May 14, 2025

Bits + Bips: Expectations for the U.S.-China Tariff Pause

Unchained

Crypto
Key Takeaways:
  1. **Tariff Truce ≠ Lasting Peace:** The 90-day U.S.-China tariff pause offers temporary market relief, but deep-seated economic tensions and China's strategic pivot to "Made by China" suggest a protracted decoupling.
  2. **Bitcoin Shines Amidst Chaos:** Bitcoin has demonstrated resilience, outperforming traditional assets during recent market turbulence and policy uncertainty, strengthening its case as a macro hedge.
  3. **Crypto Legislation Stalls, Stakes Rise:** Delayed U.S. crypto laws create uncertainty; while Bitcoin may benefit from ambiguity, broader adoption and Ethereum's institutional ambitions hinge on clearer regulatory frameworks.
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May 13, 2025

Launchpad Wars, Market Reversal, Trump Tariff Pause, and The State of AI | EP 75

Good Game Podcast

Crypto
Key Takeaways:
  1. Crypto Reimagined: Crypto is evolving into a potent funding engine for real-world innovation across sectors like research and robotics.
  2. AI's Deep Integration: AI is embedding itself into daily life, from AI shopping agents to personalized education, demanding adaptation.
  3. Strategic Agility is King: Startups must rapidly adopt new models like tokenized fundraising and AI integration to thrive in this dynamic landscape.
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