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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

November 3, 2025

War Stories From a Crypto Founder | Kain Warwick

Empire

Crypto
Key Takeaways:
  1. Airdrops Are Now Protection Money: Stop viewing airdrops as a tool for buying loyalty. The modern meta is about paying the community to prevent negative campaigns. Consider models that require financial commitment, not just clicks.
  2. Decentralization is a Journey, Not a Destination: The path to unseating CEXs is paved with compromises. Prioritize a seamless user experience, even if it means starting with a more centralized architecture, and iterate towards permissionlessness over time.
  3. Surviving is the Ultimate Edge: In a space where most participants wash out after one cycle, consistency is a superpower. The founders and investors who can endure the brutal bear markets and avoid personal burnout are the ones who ultimately win.
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November 3, 2025

“The Debasement Trade” - Luke Gromen on Gold, Bitcoin & The 100 Year Reset

Bankless

Crypto
Key Takeaways:
  1. The Debasement is Permanent. The US fiscal position makes currency debasement a permanent feature, not a bug. The winning strategy is to treat hard assets like gold and Bitcoin as long-term holdings, buying on dips rather than timing a temporary "trade."
  2. Watch Central Banks, Not Pundits. The most significant signal is that foreign central banks are systemically divesting from US Treasuries into gold. This is not market noise; it's a structural realignment of the global financial order.
  3. Own the Physical Asset. Paper gold (like ETFs) carries a critical tail risk. In a true crisis, governments could seize the underlying physical gold and cash-settle ETF holders at a pre-crisis price. If you don't hold it, you don't own it.
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November 1, 2025

CFDs, Perps, and Tokenized Equities — The Next $10T Crypto Market? - The Chopping Block

Unchained

Crypto
Key Takeaways:
  1. Funding Rates Are a UX Bottleneck. For RWAs to succeed on-chain, derivative models must offer predictable costs. The volatile funding rates of crypto-native perps are a major barrier to mainstream adoption, pushing innovation toward CFD-like structures.
  2. The Airdrop Is Dead; Long Live the Curated ICO. Capital formation is shifting from broad, farmed airdrops to sophisticated, curated token sales. Projects now act like luxury brands, hand-picking investors to ensure long-term alignment, killing the "spray and pray" distribution model.
  3. Political Wins Can Backfire. The CZ pardon highlights the double-edged sword of crypto's political maneuvering. The perceived corruption and mainstream backlash create a massive reputational headache that undermines the industry’s push for legitimacy.
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October 31, 2025

Crypto Finally Goes Mainstream | Roundup

Bell Curve

Crypto
Key Takeaways:
  1. Banks Can't Ignore the Genie: Jamie Dimon's reversal and JPMorgan's new crypto services signal that institutional resistance is crumbling. The catalyst is the disruptive threat of stablecoins to core banking models.
  2. Consolidation is the Game: Mature sectors like exchanges and L1s are consolidating. The strategic play is to identify the dominant platforms (e.g., ETH, Solana, major exchanges) poised to compound value as moats widen.
  3. Regulation is the Kingmaker: Political moves, such as Trump pardoning CZ, are reshaping the competitive map. Access to the U.S. market will be a critical battleground, making regulatory strategy more important than ever.
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October 31, 2025

Crypto’s in a 20-Year Secular Bull Market | Weekly Roundup

Empire

Crypto
Key Takeaways:
  1. **The "Bloomberg for Crypto" is the Endgame.** The most valuable companies will provide institutional-grade data and software. Blockworks' pivot is a bet on this future, moving from a crowded news business to a high-growth data platform with clear product-market fit.
  2. **Tokenization is Now a Publicly Traded Thesis.** With Securitize’s IPO, investors can make a direct, public-market bet on the tokenization of real-world assets. It will likely be valued as a high-growth proxy for the entire sector.
  3. **Adoption is Bought, Not Begged.** Layer 1s are aggressively paying for partnerships with brands like Western Union. For investors, the question is whether these deals create a sustainable flywheel or just a temporary boost.
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October 30, 2025

Why I’m Short $1M of ETH.

Taiki Maeda

Crypto
Key Takeaways:
  1. The Q4 Pump is a Trap. The widespread belief in a year-end alt season has become a crowded exit strategy. When everyone plans to sell into the same pump, there’s no one left to buy.
  2. ETH's Fundamentals are Hollow. Ethereum's valuation is propped up by narratives, not reality. Weak on-chain activity and a value-accrual model that benefits apps over the base layer make its current price unsustainable.
  3. The Sellers Are Here. From VCs with token unlocks to treasury companies turning into paper hands, identifiable sellers now outweigh the speculative buyers, signaling the cycle has turned.
See full notes